Title of Docent: Information Technology (Software Engineering and Applications), University of Lapland, Rovaniemi

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1 Curriculum Vitae Date: August 6th, Name: Hannu Ville Tapio Jaakkola (Male) 2. Born: January 26th, 1951 in Ahlainen, Finland Nationality: Finnish Current residence: Ahlaistentie 753, FI Ahlainen, Finland Phone: Linkedin: fi.linkedin.com/pub/hannu-jaakkola/0/64/283/ Wordpress: 3. Education and Degrees Awarded PhD (Engineering), Tampere University of Technology, Topic of the PhD Thesis: An Analysis of the Diffusion of Information Technology in Finnish Industry (Electronics and Electrical Engineering). Licentiate, Computer Science, University of Tampere, Bachelor of Science, Business Economics, University of Tampere, Master of Science, Computer Science, University of Tampere, Title of Docent: Information Technology (Software Engineering and Applications), University of Lapland, Rovaniemi Other education and training, qualifications and skills Management Development Program (Pori JOKO VIII), Turku School of Economics and Business Administration, Several professional training courses and academic since list not maintained. Research focus: Software Process Improvement; Cultural aspects in distributed software development.; Information society related aspects and phenomena. Technology management. 5. Linguistic skills mother tongue: Finnish English: excellent, spoken and written. Daily work language. Certificate given by J.D. Donoghue, lecturer, Tampere University of Technology, Swedish: Good spoken and written. Certificate of the State Board of Language Examinations, German: fair (seven years upper level school studies, high school grade 10/10, not in active use). 6. Current position continuing: Professor (Information Technology), Tampere University of Technology

2 Becoming: : Full time research (professor) position, Funded by Ulla Tuominen Research Fund and Foundations Professor Pool (Wihuri Foundations) 7. Previous work experience : Director of Tampere University of Technology, Pori Department (concurrent to the professor position in Tampere University of Technology) : Part time professor (Information Technology), University of Lapland (concurrent to the main position in Tampere University of Technology) : Director, Research Institute for Information Technology, Tampere University of Technology : Professor (Software Systems; deputy), Tampere University of Technology. Head of Software Systems Laboratory. o : Concurrently Associate Professor (Information Systems), University of Vaasa (by special permission of Ministry of Education) : Associate professor (Computer Science; deputy), University of Tampere [ : Lecturer (Information Systems), University of Vaasa (on leave for other duties] : Assistant (Computer Science), University of Tampere o : Military Service (current rank Captain) o : Lecturer (Computer Science; deputy), University of Tampere o : Oy Softplan Ab, Software Engineer (concurrent to the university position) : part time teacher / assistant (computer science), University of Tampere 8. Research Funding, Leadership, Supervision Major research funding (grants and appropriations): source of funding, funding period and amount of funding. R & D Architectures, KnowEng, & Context sensitive services & Interoperability & BigData, Open Data Cultural aspects in SE Software Process Improvement: Assesment, Tools and Methods SSMC/DDKM PalTi MOP KiiauData Green ICT D2I AVARAS UbiKnowS Reconcile (Prospect) STEP Somestra Xitem SoMe N4S TOPP1 TOPP2 TOPP3 MoSSE EliTE MSME CoSE CoSE Into Training & Support Training Networking SataSPIN Pilot SataSPIN Harvest ICT West ICT-C SataSPIN Network International Exchange Germany Czech Republic Slovenia Japan Tempus (France) SPAM-CD C-SPI DaMaS DaMaS ADM ComReas DiDaM CAIS EAIS MVII MAMA INKA MCIWBS GESL EMMIT (Prospect) EI Project base is described in the graphics above. Book keeping of the amounts of funding is not available from the past. Current (2014) project base: D2I (Data to Intelligence; big data, data reserves and user-centric service development; Digile SHOK), N4S (Need for Speed; Digile SHOK) Green ICT (ICT in advancing

3 green values), Somestra (Social media in enterprises), Kiiaudata (Data mining and analysis; Tekes), MCWBSS (Multi-cultural web based software systems; Academy of Finland), GESL (in Japan; Global environmental systems leaders programme), AVARAS (Open Data in Business). The value of current project funding for the year 2014 is appr. 1 M EUR and employs 9 researchers. In general the project base covers funding from different sources: Academy of Finland, Tekes, EU programme funding, direct industry funding. Role in the preparation of funding applications for a research group (name of principal investigator) In all projects (listed above) the role has been primary investigator and project leader. Leadership in research work In the role of primary investigator and project leader full responsibility of the researcher group, including the project responsibility (achieving the project results) and academic responsibility (achieving the academic merits expected in projects; MSc and PhD Thesis, international publications). In addition central role in maintaining and improving international collaboration network related to the projects and scientific work. Supervision of post-doc researchers (number of supervised researchers or their names and graduation dates), supervisory role (main/primary/responsible or secondary supervisor) Post-doc researchers (working in current projects); in all cases the role is main supervisor: Jari Soini, Research Manager, PhD in 2008; Current work in Interoperability architectures Timo Mäkinen, Senior Lecturer, PhD in 2010; Current work in web based architectures and open data Kari Lilja, Post-doc Researcher, PhD in 2013; Current work in organization culture related researchh Experience as officially appointed supervisor to undergraduate and post-graduate students/doctoral students Thesis instructed (at TUT Pori): SUM PhD: Lic.: MSc: Current PhD students (and expected PhD defense year) under supervision, main supervisor Jari Vainio, Assessment of Software Systems in Military Equipment, 2015 / 2016 Harri Keto, Ontological Models in Process Modeling 2016/2017 Petri Linna, Software Development in Multi-cultural Distributed and Global Context 2017 Pekka Sillberg, Context Sensitive Dynamic User Interfaces for Mobile Devices, 2018 Petri Linna, Knowledge Engineering Methods in Mobile Services, Merits in teaching and pedagogical competence

4 Pedagogical training and competence several courses, no formal education Practical teaching experience (courses given) MSc education: During the career in teaching started in 1972 responsibility of huge amount of course topics in different areas of information technology: currently in the area of software engineering, past responsibilities e.g. in programming technology, systems development, compilers and programming languages, operating systems, systems (machine oriented) programming, computer architectures, artificial intelligence and logic programming, database management, programming language theory PhD education: In the role of professor of software engineering in annually one PhD level course arranged, covering different topics of software systems and research methodologies Academic lectures: Big amount of visit lectures abroad, presentations in international conferences and expert presentations in workshops; not counted Other educational activities: since 1980 ies several continuing education modules organized for business audience and public; hundreds of presentations, not listed Involvement in curriculum planning and the implementation of courses: subject, including subject, study hours, course level and duration In the role of professor responsible for ICT curriculum and Software Engineering studies active role in curriculum planning in the Institute since 1992 Several research articles published in the area of ICT curriculum design: a sample from the list of publications o Henno, J., Jaakkola, H. and Mäkelä, J. (2012). Quo Vadis, IT EDUCATION? International convention on information and communication technology, electronics and microelectronics (MIPRO) Computers in Education Conference..Biljanović, P. Opatia, Croatia, Croatian Society for Information and Communication Technology, Electronics and Microelectronics - MIPRO: o Henno, J., Jaakkola, H. and Mäkelä, J. (2014). From Learning to E-learning to M-learning to C-learning to...?. Proceedings of the MIPRO 2014 Conference. Biljanović, P. Opatija, Mipro and IEEE [JUFO 1]. ISBN : o Henno, J., Jaakkola, H., Mäkelä, J. and Brumen, B. (2013). Will universities and university teachers become extinct in our bright online future? MIPRO Opatija, Mipro and IEEE. ISBN ; ISBN o Jaakkola, H. and Henno, J. (2006). About IT Curricula Models - The Topology and Applications. MIPRO 2006 Opatija, Croatia, IEEE and MIPRO. o Jaakkola, H. and Henno, J. (2007). Learning by Doing - Mentoring by A Virtual Teacher. Proceedings of the MIPRO 2007 Conference. M, C.-S. Opatija, Croatia, IEEE and MIPRO: o Jaakkola, H. and Henno, J. (2008). Trends in Software Design Education. MIPRO th International Convention on Information and Communication Technology, Electronics and Microelectronics - Proceedings vol. IV. Cincin-Sain, M. Opatija, Croatia. IV: o Jaakkola, H., Henno, J. and Rudas, I. J. (2006). IT curriculum as a complex emerging process IEEE International Conference on Computational Cybernetics, ICCC, IEEE. o Jaakkola, H. and Kaija, A. (1997). Improving IT education in Estonian universities. New York, I E E E. o Jaakkola, H., Kalja, A. and Meriste, M. (1998). The co-operation of universities and IT companies in Estonia. New York, Ieee. o Jaakkola, H., Keto, H., Mäkinen, T., Nevanranta, M. and Varkoi, T. (2005). The Role of Framework Models in IT Curriculum Design. PICMET '05. Portland, Oregon. Proceedings of the PICMET '05 Conference, CD-ROM.: 11 p. o Welzer, T., Družovec, M., Cafnik, P., Jaakkola, H. and Venuti, M. Z. (2010). Awareness of Culture in e-learning. 9th International Conference on Information Technology Based Higher Education and Training (ITHET). Cappadocia, Turkey, IEEE: 4 pages.

5 o o Welzer, T., Druzovec, M., Jaakkola, H., Holbl, M. and Nemec, L. (2011). Informatics Courses with the built-in cultural awareness. 2nd International Workshop on Intellihent Educational Systems and technology-enhanced Learning (INTEL-EDU 2011 ). Riga, Latvia. Wesslin, V., Linna, P. and Jaakkola, H. (2011). Learning at distance in global software development. MIPRO Cicin-Sain, M., Uroda, I., Prstacic, I. T. and Sluganovic, I. Opatija, Mipro and IEEE: Details of this topic are not listed. Development of teaching methods As a part of the teaching several methodological trials used not listed. Supervision of theses See above (section 8) Merits in the training of responsible conduct of research and innovation practices (subject, study hours, course level and duration) Annual duties in preparing students for thesis project in the form of research seminars; not listed Head of Pori Doctor School Establishment and development of PhD level studies in Tampere University of Technology, Pori. In addition, active role in organizing Pori University Consortium (Porin yliopistokeskus) level PhD education. Member of INFWEST Network (Board), Inforte Network (Board) and Botnia Atlantica Network; Teaching awards 2012: Pori University Consortium. Researcher of the Year (Vuoden tutkija). Prize given because of active role in activation of researchers in research work and support given for PhD students. 2014: Pori University Consortium. Teacher of the Year (Vuoden opetusteko). Prize given because of active role in MSc Thesis work. Older ones: list not maintained. 10. Awards, prizes and honours Ulla Tuominen Foundation - award for the successful work to develop university level education in Satakunta region 1995 Satakunnan Radio - annual award for the successful work to develop university level education in Satakunta region 2000; Annual influential person of the year ; Vuoden tietotekniikkavaikuttaja. Finnish Data Processing Association (Tietotekniikan liitto; 2003) Mipro Conventions, Friend of Mipro. Because of active role in organizing the conference series (2010). MBA Club Pori, Kunniajäsen. Because of central role in establishing Pori emba management training programme (2012). Jenny ja Antti Wihurin Rahasto / Säätiöiden Professoripooli, Foundations Professor Pool, Research grant EUR (2014/2015). Ulla Tuomisen Säätiö, Research grant EUR (2014). Several others, list not maintained 11. Other academic merits

6 Service as a pre-examiner or as an opponent of a doctoral dissertation, as a member in dissertation committees (abroad), sum 37 SUM PhD Thesis opp / review 37; Finland & Abroad Evaluation of academic/scientific or artistic competence (e.g. title of docent), sum 23 SUM Academic review statements Member of international peer evaluation committees of funding applications (e.g. European Research Council) Research RAE Assesment. University of Oulu (2013). Czech Science Foundation. Project Review "Communication and Reasoning in a Multi-cultural World" (2012). Slovenian Research Agency, Public call for submitting research programmes for the next period of financing. Project Review (2012). Several others, not listed Memberships and positions of trust in scientific and scholarly societies Association for Computing Machinery (ACM) Institute for Electrical and Electronics Engineers (IEEE) Tietojenkäsittelytieteen seura - The Finnish Society for Computer Science Systeemityöyhdistys (SYTYKE) Membership in national or international expert groups, evaluation or steering committees, as well as other expert duties Head of Pori emba- executive management training programmes (Tampere University of Technology): emba I ( ), emba II ( ), embaiii ( ); emba IV ( ), emba V ( ) Member of the board: Pirkanmaan Tietojenkäsittely-yhdistys ry (Pirkanmaa Information Processing Association) ; Suomen Tekoälyseura (Finnish Association for Artificial Intelligence) ; Tietotekniikan liitto (Finnish Information Processing Association (including Suomen Atk-kustannus); Tietotekniikan tutkimussäätiö (Information Processing Research Fund) ; The list of latter ones is not maintained; several duties. Membership in tens of expert organizations local, national and international (list not maintained). Detailed list is not maintained.

7 Positions as editor-in-chief, editor, or member of editorial boards of scientific and scholarly journals and publication series, International collaboration Establishment and maintaining the series of conferences European Japanese Conference on Information Modelling and Knowledge Bases - Permanent Steering Committee member [http://www.tut.fi/ejc/]. Since 1992, continuing; Membership in programme, organizing and steering committees of tens of international conferences (list not maintained, most current ones EJC, ADBIS, Mipro, PICMET, CompSysTech, ICSE, TCME, SOFSEM, SQUAMIA); Evaluations in several scientific journals, list not maintained. The most current one ComSIS Journal. Main organizer of over 30 international conferences (detailed list is not maintained); Regular review duties in international conference series (list not maintained). Referee for scientific and scholarly journals List not maintained. Several. Administrative responsibilities at higher education institutions or at research organisations, responsibilities in the higher education community Invited Expert Member of Tietojenkäsittelyalan koulutustoimikunta (OPM) since Research work in international researcher networks financed by the Academy of Finland:. Several projects. Wide international collaboration network of research institutes. Annually appr. 70 days abroad participating in international activities (conferences, lecturing, project meetings, practical research work, etc.). Invited keynote lectures abroad Several. List not maintained. 12. Scientific and societal impact of research Total number of publications and, e.g., 10 most important and/or most cited publications according to a relevant database (a list of publications according to the Publication Type Classification used by the Ministry of Education, Science and Culture as a separate attachment). Statistics (September 15 th, 2014): Total number of publications: 283 Publish and Perish: h-index 11, g-index 15, hc-index 8, hi norm 6 Google Scholar: h-index 12, i10-index 16; Citations all 482, since Jaakkola, H. Towards a Globalized Software Industry Acta Polytechnica Hungarica, 6,5 (2009) Scobus 11. WoS Jaakkola, H. and Thalheim, B. (2010) Framework for high-quality software design and development: a systematic approach. IET Software, 4 (2) Scobus Jaakkola H., Gabbouj M., Neuvo Y.(1998), Fundamentals of Technology Diffusion and Mobile Phone Case Study. Circuits Systems, Signal Processing, 17, 3. pp Scobus 9. WoS Jaakkola, H., Heimbürger, A. and Linna, P. (2010) Knowledge Oriented Software Engineering Process in Multi-Cultural Context. Software Quality Journal, 18 (2) Scobus 8. WoS 5.

8 5. Jaakkola H., Thalheim B. (2003), Visual SQL - High-Quality ER-Based Query Treatment. Proceedings of the ER 2003 Workshops ECOMO, IWCMQ, AOIS and XSDM. International Workshop on Conceptual Modeling Quality, October 13, Springer Verlag. p Scobus 7. WoS Welzer, T., Družovec, M., Cafnik, P., Jaakkola, H., & Venuti, M. Z. (2010). Awareness of Culture in e- learning. Paper presented at the 9th International Conference on Information Technology Based Higher Education and Training (ITHET). Scobus Jaakkola, H., & Heimbürger, A. (2009). Cross-Cultural Software Engineering. Informatologia, 42(4), Scobus Aramo-Immonen, H., Jaakkola, H. and Linna, P. (2011). Trust Creation in Multi-cultural organisations. Journal of Global Information Technology Management 14(4): Scobus 4. WoS Heimbürger, A., Jaakkola, H., Sasaki, S., Yoshida, N. and Kiyoki, Y. Context-Based Knowledge Creation and Sharing in Cross-Cultural Collaborative Communities. in Welzer-Druzovec, T., Jaakkola, H., Kiyoki, Y., Tokuda, T. and Yoshida, N. eds. Information Modelling and Knowledge Bases XXI, IOS Press, Amsterdam, 2010, Scobus Brumen B., Juric M., Welzer T., Rozman I, Jaakkola H., Papadopoulus A., Assesment of Classification Models with Small Amounts of Data. Informatica 18,3 (2007). pp Scobus 4. WoS Brumen B., Welzer T., Druzovec M., Golob I., Jaakkola H. (2002), Protecting Medical Data for Analyses. In Kokol P. et al. (eds.), Proceedings of the 15th IEEE Symposium on Computer Based Medical Systems. Maribor, Slovenia, June IEEE. p WoS Jaakkola Hannu (1997), Technology Management with Mathematical Diffusion Models. In: Kocaoglu, D.F. & Anderson, T.R. (eds). Innovation in Technology Management, the Key to Global Leadership. PICMET '97, Portland International Conference on Management of Engineering and Technology, Portland, Oregon, USA, July 27-31, pp WoS Positions of trust in society and other societal merits Significant positions of trust, expert duties and assignments (also research-based policy-advice tasks) Current Satakunnan osuuskauppa, hallintoneuvoston jäsen [Member of the supervisory board] Palin Oy, hallituksen jäsen [Member of the board] Pori Jazz, 66 ry - hallituksen puheenjohtaja [Chairman of the board] Pori Jazz Oy - hallituksen jäsen [Member of the Board] Satakunta Chamber of Commerce, ICT Committee Suomen kulttuurirahaston Satakunnan rahaston hoitokunta, (Finnish Culture Foundation, Satakunta Fund, Board of Experts) Earlier activities List not maintained Other social merits, honours, medals, decorations and Finnish military rank (optional) Suomen Valkoisen Ruusun Ritarikunnan kunniamerkki ( ). Finnish Military Rank: Capitan 14. Other merits

9 List of Publications (Sept. 03, 2014) Hannu Jaakkola Born 1951 List of publications Publications in 9/ , classified All publications: 283 Statistics (September 15 th, 2014): Total number of publications: 283 Publish and Perish: h-index 11, g-index 15, hc-index 8, hi norm 6 Google Scholar: h-index 12, i10-index 16; Citations all 482, since A. Peer-reviewed scientific articles (yellow marked related to the project applied; three last year publications marked) Henno, J., Jaakkola, H. and Mäkelä, J. (2014). From Learning to E-learning to M- learning to C-learning to...?. Proceedings of the MIPRO 2014 Conference. Biljanović, P. Opatija, Mipro and IEEE. ISBN : Jaakkola, H., Mäkinen, T., Eteläaho, A. (2014). Open Data Opportunities and Challenges. CompSysTech Ruse, ACM. Invited Paper. Final publication in process. 3. Jaakkola, H., Mäkinen, T., Henno, J. and Mäkelä, J. (2014). Open^n. Proceedings of the MIPRO 2014 Conference. Biljanović, P. Opatija, Mipro and IEEE. ISBN : Jaakkola, H. and Thalheim, B. (2014). Adaptive System for Multicultural Deployment. Proceedings of the International Conference on Information Modelling and Knowledge Bases - EJC Thalheim, B., Jaakkola, H. and Kiyoki, Y. Kiel, June 3-5, 2014, Kiel Computer Science Series. 2014/4: Jaakkola, H. and Thalheim, B. (2014). A Framework for systematic Change Management. EuroSPI 2014, CCIS 425. Barafort, B., O'Connor, R., Poth, A. and Messnarz, R. Luxemburg, Springer Lecture Notes in Computer Science, Communications in Computer and Information Science, Springer, Heidelberg: Jannaschk, K., Jaakkola, H. and Thalheim, B. (2014). Technologies for Databases Change Management.. ADBIS / Technologies for Quality Management in Challenging Applications (TQMCA). Ohrid, Republic of Macedonia, Sep 7, 2014, Springer LNCS Advances in Intelligent Systems and Computing. 7. Statkaityte, R. and Jaakkola, H. (2014). Modeling the Multicultural Issues in Software Engineering Processes. Information Modelling and Knowledge Bases XXV. Tokuda, T., Kiyoki, Y., Jaakkola, H. and Yoshida, N. Netherlands, IOS Press:

10 8. Thalheim, B., Jaakkola, H., Nakanashi, T., Sasaki, S. and Schewe, K.-D. (2014). Conceptual Modelling of Collaboration for Information Systems. Information Modelling and Knowledge Bases XXV. Tokuda, T., Kiyoki, Y., Jaakkola, H. and Yoshida, N. Netherlands, IOS Press: Welzer, T., Jaakkola, H., Hölbl, M., Družovec, M. and Ward, A. E. (2014). Intercultural Collaboration in Virtual Environment. Proceedings of the International Conference on Information Modelling and Knowledge Bases - EJC Thalheim, B., Jaakkola, H. and Kiyoki, Y. Kiel, Kiel Computer Science Series. 2014/4: Henno, J., Jaakkola, H., Mäkelä, J. and Brumen, B. (2013). Will universities and university teachers become extinct in our bright online future? MIPRO Opatija, Mipro and IEEE. ISBN ; ISBN Jaakkola, H., Brumen, B., Henno, J. and Mäkelä, J. (2013). Are We Trendy? MIPRO Opatija, Mipro and IEEE. ISBN ; ISBN Jaakkola, H. and Thalheim, B. (2013). Exception-Aware (Information) Systems. Information Modelling and Knowledge Bases XXIV. Vojtas, P., Kiyoki, Y., Jaakkola, H., Tokuda, T. and Yoshida, N. Amsterdam, IOS Press: Sasaki, S., Vojtas, P., Jannaschk, K., Thalheim, B., Jaakkola, H. and Kiyoki, Y. (2013). Multimedia Information Systems for Social, Cross-Cultural and Environnmental Computing. Information Modelling and Knowledge Bases XXIV. Vojtas, P., Kiyoki, Y., Jaakkola, H., Tokuda, T. and Yoshida, N. Amsterdam, IOS Press: Soininen, J. and Jaakkola, H. (2013). Knowledge Mining of the Web Services Usage. Information Modelling and Knowledge Bases XXIV. Vojtas, P., Kiyoki, Y., Jaakkola, H., Tokuda, T. and Yoshida, N. Amsterdam, IOS Press: Statkaityte, R. and Jaakkola, H. (2013). Modeling the Multicultural Issues in Software Engineering Processes. The 23rd European Japanese Conference on Information Modelling and Knowledge Bases.. Kiyoki, Y., Tokuda, T. and Yoshida, N. Nara, Japan. June 3-7, 2013, Tokyo Institute of Technology. 16. Welzer, T., Jaakkola, H., Družovec, M. and Holbl, M. (2013). Cultural and Lingual Awareness for the Global Modeling. Information Modelling and Knowledge Bases XXIV. Vojtas, P., Kiyoki, Y., Jaakkola, H., Tokuda, T. and Yoshida, N. Amsterdam, IOS Press: Jaakkola, H. and Thalheim, B. (2012). Exception-Aware (Information) Systems. European Japanese Conference on Information Modelling and Knowledge Bases - EJC Kiyoki, Y., Tokuda, T. and Yoshida, N. Prague, Chech Republic, Matfyzpress: Jaakkola, H., Linna, P., Henno, J., Mäkelä, J. and Welzer-Druzovec, T. (2012). "A Path Towards Networked Organizations - in the Push of Digital Natives or the Pull of the Needs?." International Journal of Knowledge Engineering and Soft Data Paradigms (IJKESDP) 3(3/4): Jaakkola, H. (2012). Culture Sensitive Aspects in Software Engineering. Conceptual Modelling and Its Theoretical Foundations Duesterhoeft, A., Klettke, M. and Schewe, K.-D., Springer LNCS: Brumen, B., Hölbl, M., Pulko, K. H., Welzer, T., Heričko, M., Jurič, M. B. and Jaakkola, H. (2012). "Learning Process Termination Criteria." Informatica 23(4):

11 21. Soininen, J. and Jaakkola, H. (2012). Knowledge Mining of the Web Services Usage. The 22nd European Japanese Conference on Information Modelling and Knowledge Bases - EJC Kiyoki, Y., Tokuda, T. and Yoshida, N. Prague, Chech Republic, Matfyzpress: Welzer, T., Jaakkola, H., Družovec, M. and Holbl, M. (2012). Cultural Awareness for the Global Modeling,,. European Japanese Conference on Information Modelling and Knowledge Bases - EJC Kiyoki, Y., Tokuda, T. and Yoshida, N. Prague, Chech Republic, Matfyzpress: Henno, J., Jaakkola, H. and Mäkelä, J. (2012). Quo Vadis, IT EDUCATION? International convention on information and communication technology, electronics and microelectronics (MIPRO) Computers in Education Conference.. Biljanović, P. Opatia, Croatia, Croatian Society for Information and Communication Technology, Electronics and Microelectronics - MIPRO: Hashimoto, T., Henno, J., Jaakkola, H., Sasa, A. and Thalheim, B. (2012). Infrastructures for Knowledge Systems Environments. Information Modelling an Knowledge Bases XXIII. Henno, J., Kiyoki, Y., Tokuda, T., Jaakkola, H. and Yoshida, N. Amsterdam, IOS Press: Heimbürger, A., Kiyoki, Y., Jaakkola, H. and Suhardijanto, T. (2012). Future Directions of Context Modellind and Cross-Cultural Communication. Information Modelling an Knowledge Bases XXIII. Henno, J., Kiyoki, Y., Tokuda, T., Jaakkola, H. and Yoshida, N. Amsterdam, IOS Press: Aramo-Immonen, H., Jaakkola, H., & Keto, H. (2011). Multicultural software Development: The Productivity Perspective. International Journal of Information Technology Project Management (IJITPM), 2(1 [January-March 2011]), Aramo-Immonen, H., Jaakkola, H. and Linna, P. (2011). "Trust Creation in Multi-cultural organisations." Journal of Global Information Technology Management 14(4): Jaakkola, H., Henno, J., & Linna, P. (2011). From Local to Global - Path towards Multicultural Software Engineering. International Journal of Knowledge and Learning (IJKL), Accepted, in print Jaakkola, H., Linna, P. and Henno, J. (2011). (Social) networking is coming - are we ready? In Cicin-Sain, M., Uroda, I., Prstacic, I. T. and Sluganovic, I. (Eds.), Proceedings of the MIPRO Opatija, Mipro and IEEE: Jaakkola, H., & Thalheim, B. (2011). Architecture -Driven Modelling Methodologies In A. Heimbürger, Y. Kiyoki, T. Tokuda & N. Yoshida (Eds.), Information Modelling and Knowledge Bases (Vol. XXII, pp ). Amsterdam: IOS Press. 31. Karttunen, E., Jaakkola, H. and Linna, P. (2011). Effects of Cross-Cultural Factors in Global Services Production. In Kocaoglu, D. F., Anderson, T. R. and Daim, T. U. (Eds.), Proceedings of the PICMET Portland, OR, PICMET: Karttunen, E., Jaakkola, H. and Linna, P. (2011). Inter-organisational education in cultural differences in software services. In Cicin-Sain, M., Uroda, I., Prstacic, I. T. and Sluganovic, I. (Eds.), Proceedings of the MIPRO Opatija, Mipro and IEEE: Henno, J., Jaakkola, H. and Linna, P. (2011). A Game Programming Course. In Cicin-Sain, M., Uroda, I., Prstacic, I. T. and Sluganovic, I. (Eds.), Proceedings

12 of the Mipro Opatia, Mipro and IEEE: Linna, P., Karttunen, E. and Jaakkola, H. (2011). Software Engineering Companies' Multicultural Education. In Cicin-Sain, M., Uroda, I., Prstacic, I. T. and Sluganovic, I. (Eds.), Proceedings of the MIPRO Opatija, Mipro and IEEE: Lilja, K. and Jaakkola, H. (2011). The Differences between the Supplier s and the Customer s Equality Policies and Their Impact on the Result of an IT Project. In Kocaoglu, D. F., Anderson, T. R. and Daim, T. U. (Eds.), Proceedings of the PICMET Portland, OR, PICMET: Lilja, K., Linden, A. and Jaakkola, H. (2011). The Importance of Common Language in Requirements Defining Process. In Kocaoglu, D. F., Anderson, T. R. and Daim, T. U. (Eds.), Proceedings of the PICMET Portland, OR, PICMET: Wesslin, V., Linna, P. and Jaakkola, H. (2011). Learning at distance in global software development. In Cicin-Sain, M., Uroda, I., Prstacic, I. T. and Sluganovic, I. (Eds.), Proceedings of the MIPRO Opatija, Mipro and IEEE: Wesslin, V., Linna, P. and Jaakkola, H. (2011). Managing Competence Transfer in Global Software Companies. In Kocaoglu, D. F., Anderson, T. R. and Daim, T. U. (Eds.), Proceedings of the PICMET Portland, OR, PICMET: Zettsu, K., Thalheim, B., Kidawara, Y., Karttunen, E., & Jaakkola, H. (2011). Future Directions of Knowledge Systems Environments for Web 3.0. In A. Heimbürger, Y. Kiyoki, T. Tokuda, H. Jaakkola & N. Yoshida (Eds.), Information Modelling and Knowledge Bases XXII (pp ). Amsterdam: IOS Press. 40. Welzer, T., Druzovec, M., Jaakkola, H., Holbl, M. and Nemec, L. (2011). Informatics Courses with the built-in cultural awareness. In (Eds.), Proceedings of the 2nd International Workshop on Intellihent Educational Systems and technology-enhanced Learning (INTEL-EDU 2011 ). Riga, Latvia. 41. Welzer, T., Jaakkola, H., Druzovec, M. and Holbl, M. (2011). Culture Sensitive Aspects in Industry, Business and Education. In Papadourakis, G. M., Lazardis, I., Gotsias, A. and Paschaloudis, D. (Eds.), Proceedings of the 7th International Conference "New Horizons in Industry, Business and Education" (NHIBE 2011). Chios, Greece, Technological Educational Institute of Greece.: Jaakkola, H., Heimbürger, A. and Linna, P. (2010) Knowledge Oriented Software Engineering Process in Multi-Cultural Context. Software Quality Journal, 18 (2) Jaakkola, H. and Thalheim, B. (2010) Framework for high-quality software design and development: a systematic approach. IET Software, 4 (2) Welzer, T., Družovec, M., Cafnik, P., Jaakkola, H., & Venuti, M. Z. (2010). Awareness of Culture in e-learning. Paper presented at the 9th International Conference on Information Technology Based Higher Education and Training (ITHET). 45. Uusitalo, O. and Jaakkola, H. Information Systems - Fit or Hit the Needs. Cicin-Sain, M., Uroda, I., Prstacic, I.T. and Sluganovic, I. eds. MIPRO 2010 (33rd International Convention), Mipro and IEEE, Opatija, Croatia, 2010, Keto, H., Palomäki, J. and Jaakkola, H. Towards the Process Ontological

13 Modelling. in Welzer-Druzovec, T., Jaakkola, H., Kiyoki, Y., Tokuda, T. and Yoshida, N. eds. Information Modelling and Knowledge Bases XXI, IOS Press, Amsterdam, 2010, Kidawara, Y., Zettsu, K., Kiyoki, Y., Jannaschk, K., Thalheim, B., Linna, P., Hannu, J. and Duzi, M. Knowledge Modelling, Management and Utilization Towards Next Generation Web. in Welzer-Družovec, T., Jaakkola, H., Kiyoki, Y., Tokuda, T. and Yoshida, N. eds. Information Modelling and Knowledge Bases XXI, IOS Press, Amsterdam, 2010, Lilja, K.K. and Jaakkola, H. The differences between the supplier s and the customer s business cultures and their impact on the result of an IT- project PICMET, Linna, P. and Jaakkola, H. Towards finding a culture assesment tool for SE companies PICMET 2010, Linna, P., Keto, H. and Jaakkola, H. Cross-cultural education needs in SE. Cicin-Sain, M., Uroda, I., Prstacic, I.T. and Sluganovic, I. eds. MIPRO 2010 (33rd International Convention), Mipro and IEEE, Opatija, Croatia, 2010, Rantanen, P., Sillberg, P., Jaakkola, H., & Nakanishi, T. (2010). An Asynchronous Message-based Knowledge Communication in a Ubiquitous Environment,. In M. Yoshikawa, X. F. Meng, T. Yumoto, Q. Ma, L. Sun & C. Watanabe (Eds.), Database Systems for Advanced Applications. Tsukuba, Japan: Lecture Notes in Computer Science. 52. Jaakkola, H. and Thalheim, B. Architecture -Driven Modelling Methodologies. Heimbürger, A., Kiyoki, y., Tokuda, T. and Yoshida, N. eds. European Japanese Conference on Information Modelling and Knowledge Bases, University of Jyväskylä. Mathematical Information Technology, Jyväskylä, Finland, 2010, Jaakkola, H., Henno, J. and Linna, P. Software Development in Multicultural Context: Adaptive and Learning Organisations. Cicin-Sain, M., Uroda, I., Prstacic, I.T. and Sluganovic, I. eds. MIPRO 2010 (33rd International Convention), Mipro and IEEE, Opatija, Croatia, 2010, Henno, J. and Jaakkola, H. Creating Creative Class. Cicin-Sain, M., Uroda, I., Prstacic, I.T. and Sluganovic, I. eds. MIPRO 2010 (33rd International Convention), Mipro and IEEE, Opatija, Croatia, 2010, Heimbürger, A., Jaakkola, H., Sasaki, S., Yoshida, N. and Kiyoki, Y. Context- Based Knowledge Creation and Sharing in Cross-Cultural Collaborative Communities. in Welzer-Druzovec, T., Jaakkola, H., Kiyoki, Y., Tokuda, T. and Yoshida, N. eds. Information Modelling and Knowledge Bases XXI, IOS Press, Amsterdam, 2010, Kidawara, Y., Zettsu, K., Kiyoki, Y., Jannaschk, K., Thalheim, B., Linna, P., Jaakkola, H. and Duzi, M. Knowledge Modeling, Management and Utilization towards Next Generation Web. in Tokuda, T., Kiyoki, Y., Jaakkola, H. and Welzer-Druzovec, T. eds. Information Modelling and Knowledge Bases XXI, IOS Press, Amsterdam, Jaakkola, H., Uusitalo, O. and Henno, J. IS integration and Enterprise Migration - Adaptation in Global Context. International Journal of Intelligent Defence Support Systems (IJIDSS), 3,1/2 (2010), Jaakkola, H. Towards a Globalized Software Industry Acta Polytechnica Hungarica, 6,5 (2009) >2009

14 59. Jaakkola, H., & Heimbürger, A. (2009). Cross-Cultural Software Engineering. Informatologia, 42(4), Jaakkola, H., Thalheim, B., Kidawara, Y., Zettsu, K., Chen, X. and Heimbürger, A. Information Modelling and Global Risk management Systems. in Kiyoki, Y., Tokuda, T., Jaakkola, H., Chen, X. and Yoshida, N. eds. Information Modelling and Knowledge Bases XX, IOS Press, Amsterdam, 2009, Jaakkola, H., Uusitalo, O. and Henno, J. Adaptation in IS Integration and Enteprise Migration. Cicin-Sain, M., Prstacic, I.T., Sluganovic, I. and Uroda, I. eds. MIPRO 2009, MIPRO and IEEE, Opatija, Croatia, 2009, Keto, H., Palomäki, J. and Jaakkola, H. Towards the Process Ontological Modelling. Tokuda, T., Kiyoki, Y., Jaakkola, H. and Welzer-Druzovec, T. eds. 19th European Japanese Conference on Information Modelling and Knowledge Bases, University of Maribor, Maribor, Slovenia, 2009, Jaakkola, H., Heimbürger, A. and Henno, J. The Roles of Knowledge and Context in Context-Aware Software Engineering - in Terms of Education and Communication Cicin-Sain, M., Prstacic, I.T., Sluganovic, I. and Uroda, I. eds. MIPRO 2009, MIPRO and IEEE, Opatija, Croatia, 2009, Henno, J. and Jaakkola, H. How Digital Imigrants Learned to Make Games for Digital Natives. Cicin-Sain, M., Prstacic, I.T., Sluganovic, I. and Uroda, I. eds. MIPRO 2009, MIPRO and IEEE, Opatija, Croatia, 2009, Heimbürger, A., Jaakkola, H., Sasaki, S., Yoshida, N. and Kiyoki, Y. Context- Based Knowledge Creation and Sharing in Cross-Cultural Collaborative Communities (EJC 2009). Tokuda, T., Kiyoki, Y., Jaakkola, H. and Welzer- Druzovec, T. eds. 19th European Japanese Conference on Information Modelling and Knowledge Bases, University of Maribor, Maribor, Slovenia, 2009, Fiedler, G., Jaakkola, H., Mäkinen, T., Thalheim, B. and Timo, V. Co-Design of Web Information Systems Supported by SPICE. in Kiyoki, Y., Tokuda, T., Jaakkola, H., Chen, X. and Yoshida, N. eds. Information Modelling and Knowledge Bases XX, IOS Press, Amsterdam, 2009, Leppäniemi, J., Soini, J. and Jaakkola, H. Towards flexible service-oriented reference architecture for situational awareness systems in distributed disaster knowledge management. Kocaoglu, D.F., Anderson, T.R. and Daim, T.U. eds. International Conference on Management of Engineering and Technology, PICMET 09 Portland, Oregon, Linna, P., Soini, J., Leppäniemi, J. and Jaakkola, H. Harmonizing emergency management knowledge representation. Kocaoglu, D.F., Anderson, T.R. and Daim, T.U. eds. International Conference on Management of Engineering and Technology, PICMET 09 Portland, Oregon, Soini, J., Linna, P. and Jaakkola, H. Utilizing Process Modeling to Support the Collaborative Communication of Authorities in the Management of Disaster Situations Information Society Conference 2009, Ljubljana, Slovenia, Sillberg, P., Rantanen, P., Saari, M., Leppäniemi, J., Soini, J. and Jaakkola, H. Towards an IP Based Alert Message Delivery System International ISCRAM Conference 2009, Göteborg, Soini, J., Leppäniemi, J. and Jaakkola, H. Toward collaborative situational awareness in a time-critical operationaltoward collaborative situational awareness in a time-critical operational. Kocaoglu, D.F., Anderson, T.R. and

15 Daim, T.U. eds. International Conference on Management of Engineering and Technology, PICMET 09 Portland, Oregon, Kiyoki, Y., Heimbürger, A., Jaakkola, H., & Takahashi, Y. (2009 ). Contextual Computing of Multi-Dimensional Educational Knowledge Based on Kiyoki s Semantic Associative Search Method In H. Isomäki, P. Häkkinen & J. Viteli (Eds.), Future Educational Technologies (pp ). Jyväskylä: University of Jyväskylä, Publications of Information Technology Research Institute 20/2009.Jyväskylä University Printing House. 73. Welzer, T., Hölbl, M., Druzovec, M., Klopic, B., Brumen, B., Jaakkola, H. and Bonacic, M. Medical personal Data in Secure Information Systems ISTA 2009 Conference, Jari Soini, Jari Leppäniemi, Hannu Jaakkola, Towards Seamless Collaboration in Distributed Disaster Knowledge Management. IS 2008 Conference, Ljubljaba, Slovenia. October Invited paper 75. Henno J., Jaakkola H., Game Programming Course - Creative Design and Development. In International Journal of Emerging Technologies in Learning ijet Journal (invited Paper). Vol. 3 (August 2008). pp Jaakkola H., Henno J. Trends in Software Design Education. MIPRO th International Convention on Information and Communication Technology, Electronics and Microelectronics, Proceedings Vol IV, May Opatija, Croatia. ISBN , pp Henno J., Jaakkola H., Game Programming Course - Creative Design and Development. MIPRO th International Convention on Information and Communication Technology, Electronics and Microelectronics, Proceedings Vol IV,. May Opatija, Croatia. ISBN , pp Fiedler Gunar, Jaakkola Hannu, Mäkinen Timo, Thalheim Bernhard, Varkoi Timo, Co-Design of Web Information systems Supported by SPICE. In Kiyoki Y., Tokuda T. (eds), Proceedings of the 18 th European Japanese Conference on Information Modelling and Knowledge Bases EJC2008. Waki Print Pia, Kanagawa, Japan. Final version in IOS Printed book. 79. Welzer T., Golob I., Brumen B., Druzovec M., Rozman I., Jaakkola H., The Improvement of Data Quality A Conceptual Model. In Jaakkola H., Kiyoki Y., Tokuda T (eds.), Information Modelling and Knowledge Bases. IOS Press, Amsterdam, pp Brumen B., Juric M., Welzer T., Rozman I, Jaakkola H., Papadopoulus A., Assesment of Classification Models with Small Amounts of Data. Informatica 18,3 (2007). pp Hölbl Marko, Welzer-Druzovec Tatjana, Jaakkola Hannu (2007), Comparative Study of ID-Nased Authenticated Key Agreement Protocols From Pairing. In Bohanec M. et al. (eds.), Proceedings of the 10 th International Multi Conference, Information Society Oct 8-12, Ljubljana, Slovenia. CIP, Ljubljana, ISBN Jaakkola Hannu (2007), Software Architectures and the Architecture of Long- Distance Knowledge Sharing, Analysis and Delivery Platform. Proceedings of the First International International Symposium on Universal Communication (ISUC), Kyoto, Japan, June 14-15, 2007 (6 pages). Invited paper. 83. Welzer Tatjana, Golob Izidor, Brumen Boštjan, Druzovec Marjan, Rozman Ivan, Jaakkola Hannu (2007), The improvement of data quality a conceptual model. In Jaakkola H., Kiyoki Y., Tokuda T., Proceedingds of the 17th

16 European Japanese Conference on Information Modelling and Knowledge Bases. Tampere University of Technology Press. Tampere,. pp Jaakkola H., Henno J. (2007), Learning by Doing - Mentoring by A Virtual Teacher. Proceedings of the MIPRO 2007 Conference. IEEE. pp Best paper award. 85. Henno J., Jaakkola H. (2007), Visual novel project-based multimedia course. Proceedings of MIPRO 2007 Conference. IEEE. pp Fiedler G., Jaakkola H., Mäkinen T., Thalheim B., Varkoi T. (2007), Process improvement for web information system engineering. Proceedings of the 7th SPICE Conference on Process Assesment and Improvement, Soul, Korea. pp Jaakkola, Hannu, Henno, Jaak, Rudas, Imre J. (2006), IT Curriculum as a Complex Emerging Process. Proceedings of the ICCC IEEE International Conference on Computational Cybernetics. Tallinn Estonia Aug pp , ISBN Jaakkola H., Henno J. (2006), About IT Curricula Models - The Topology and Applications. In Cicin-Sain M., Prstacic I.T., Sluganovic I., (eds.), Proceedings of the MIPRO 2006 Conference. IEEE and Mipro. ISBN pp Henno J., Jaakkola H. (2006), Instructional Objectives and Implementation of the Course "Game Developkment and Virtual Environments". In Cicin-Sain M., Prstacic I.T., Sluganovic I., (eds.), Proceedings of the MIPRO 2006 Conference. IEEE and Mipro. ISBN pp Welzer-Druzovec Tatjana, Druzovec Marjan, Hölbl Marko, Brumen Boštjan, Kamisalic Aida, Jaakkola Hannu (2006), Data policy for intelligent systems. In the Proceedings of the INES 2006, 10th International Conference on Intelligent Engineering Systems, June 26-28, 2006, London, United Kingdom. IEEE. pp Brumen Boštjan, Welzer-Druzovec Tatjana, Druzovec Marjan, Golob Izidor, Jaakkola Hannu, Rozman Ivan, Kubalic Jiři. Protecting medical data for decision-making analyses. Journal of Medical Systems 29,1 ( Feb. 2005, pp Jaakkola, H., Mäkinen, T., Thalheim, B. & Varkoi, T. (2005), Evolving the database co-design framework by SPICE. In Kiyoki, Y. et al. (eds). Proceedings of the 15th European-Japanese conference on information modelling and knowledge bases, May 16-19, 2005, Tallin. pp Jaakkola H., Thalheim B. (2005), Software Quality and Life Cycles. In Eder J., Haav H.-M., Kalja A., Penjam J. (eds.), Advances in Databases and Information System. ADBIS 2005, Sept , 2005, Tallinn, Estonia. Tallin University of Technology Press. pp Jaakkola H., Keto H., Mäkinen T., Nevanranta M., Varkoi T. (2005), The Role of Framework Models in IT Curriculum Design. Proceedings of the PICMET '05 Conference, Portland, Oregon. CD-ROM. ISBN pages. 95. Brumen Boštjan, Welzer-Druzovec Tatjana, Rozman Ivan, Hölbl Marko, Jaakkola Hannu (2005), Convergence detection criteria for classification based on final error rate. In Rudas, Imre J. (ed.), Proceedings of the IEEE 3rd International conference on computational cybernetics, Mauritius, April 13-16, IEEE. pp Soini J., Leppäniemi J., Varkoi T., Jaakkola H. (2005), A Network of Regional Software Companies: Management Viewpoints. In the Proceedings of the

17 PICMET '05 Conference, Portland, Oregon. CD-ROM. ISBN pages. 97. Leppäniemi J., Varkoi T., Mäkinen T., Jaakkola H. (2004), Software Companies' Expectations for Regional Co-operation with an Academic Institute. Proceedings of the PICMET '04 Symposium - Innovation Management in the Technology Driven World (Soul, Korea, July 31 - August 4, 2004). CD-ROM Publication, 7 printed pages Mäkinen J., Jaakkola H. (2004), More Perspective Towards Infusion of Mobile Phones. Proceedings of the PICMET '04 Symposium - Innovation Management in the Technology Driven World (Soul, Korea, July 31 - August 4, 2004). CD- ROM Publication, 4 printed pages. 99. Varkoi T. Mäkinen T., Jaakkola H. (2004), Communication Model of a Software Process Improvement Network. Proceedings of the PICMET '04 Symposium - Innovation Management in the Technology Driven World (Soul, Korea, July 31 - August 4, 2004). CD-ROM Publication, 5 printed pages Jaakkola H., Mäkinen T., Varkoi T. (2004), Software Platform policy and IT Education. Proceedings of the PICMET '04 Symposium - Innovation Management in the Technology Driven World (Soul, Korea, July 31 - August 4, 2004). CD-ROM Publication, 11 printed pages Brumen B., Golob I., Jaakkola H., Welzer T., Rozman I. (2004), Early Assesment of Classification Performance. In Hogan J., Montaque M., Purvis M., Steketee C. (editors), Proceedings of the Australasian Workshop on Data Mining and Web Intelligence (DMWI 2004). Australian Computer Society and ACM. p Brumen B., Golob I., Welzer T., Druzovec M., Jaakkola H.(2003), Pospotek ocenitve napake klasificacijskih algortimov (Procedure for estimation of errorrate of classification algorithms. Elektrotehniski vestnik (Electrotechnical Review) 70, 1-2 (2003). pp Brumen B., Golob I., Welzer T., Rozman I., Druzovec M., Jaakkola H.(2003), An algorithm for protecting knowledge discovery data. Informatica 27, 3 (2003), pp Mäkinen J., Jaakkola H. (2003), Integration of Portable Media of Communication with the Traditional Desktop Devices. Proceedings of the IEEE Engineering Management Conference (IEMC-2003). IEEE Catalog Nmber 03CH37502C. CD-ROM Jaakkola H., Thalheim B. (2003), Visual SQL - High-Quality ER-Based Query Treatment. Proceedings of the ER 2003 Workshops ECOMO, IWCMQ, AOIS and XSDM. International Workshop on Conceptual Modeling Quality, October 13, Springer Verlag. p Brumen B., Golob I., Welzer T., Jaakkola H. (2003), Palous J., On estimation of Learning Capacity. In Rudas I. (ed.), Proceedings of the IEEE International Conference on Computational Cybernetics. Siofok, Hungary; august 29-31, CD ROM Version. Paper version of the proceedings available later. 4 printed pages Henno J., Jaakkola H. (2003), Emergence of vocabulary and names. In Rudas I. (ed.), Proceedings of the IEEE International Conference on Computational Cybernetics. Siofok, Hungary; august 29-31, CD ROM Version. Paper version of the proceedings available later. 6 printed pages.

18 108. Mäkinen J., Jaakkola H. (2003), From closed codes to open, patented codes. n Kocaoglu D., Anderson T. (eds.), Proceedings of the PICMET 03, Portland, Oregon.IEEE and Portland State University. CD-ROM. 10 printed pages Santanen M., Wahlberg-Eklund P., Jaakkola H. (2003), Training needs in software companies. In Kocaoglu D., Anderson T. (eds.), Proceedings of the PICMET 03, Portland, Oregon.IEEE and Portland State University. CD-ROM. 10 printed pages Brumen B., Welzer T., Jaakkola H., Golob I. (2003), Sample-based performance assesment of learning algorithms. In Lasker G. (ed.), Advances in database and Expert Systems. The International Institute for Advanced Studies in Systems research and Cybernetics. pp Brumen B., Welzer T., Jaakkola H., Golob I., Rozman I. (2002), Towards costeffective construction of classification methods. In Kangassalo H., Jaakkola H., Kawaguchi E., Welzer T.(eds), Information Modeloling and Knowledge Bases XIII. IOS Press, Amsterdam. pp Jaakkola Hannu (2002), Mobile Telephones - The way towards the penetrated markets. In the Proceedings of the IEMC 2002, Cambridge UK. IEEE, Piscataway NJ. pp Brumen B., Welzer T., Golob I., Jaakkola H. (2002), Autonomous Estimation of Sample Size for Classification. Third International NAISO Symposium on Engineering and Intelligent Systems. Malaga, Spain, Sept pages. Invited Paper Brumen B., Welzer T., Druzovec M., Golob I., Jaakkola H. (2002), Protecting Medical Data for Analyses. In Kokol P. et al. (eds.), Proceedings of the 15th IEEE Symposium on Computer Based Medical Systems. Maribor, Slovenia, June IEEE. p Jaakkola H. (2002), The Extensive Role of Reuse in Software Engineering. Proceedings of the Slovenian Informatics Conference, April DSI. Invited paper. p Jaakkola H. et al. (2002), Experiences in Software Process Improvement with Small Organizations. In Hamza M.H. (ed.), Proc. of the International Symposium on Software Engineering, Databases and Applications. Innsbruck, Feb IASTED. pp Brumen B., Golob I., Welzer T., Jaakkola H. (2002), Capacity of a Supervised Learning Algorithm. In Hamza M.H. (ed.), Proc. of the International Symposium on Software Engineering, Databases and Applications. Innsbruck, Feb IASTED. pp Brumen B., Golob I., Welzer T., Rozman I., Druzovec M., Jaakkola H.(2002), Data Protection for Outsourced Data Mining. Informatica 26, 2 (July 2002). pp Jaakkola H., Brumen B., Kukkonen J.(2002), Reuse Strategies in Software Engineering. Uporabna Informatika 12,3. pp Jaakkola H., Kalja A., Lepasaar M., Varkoi T.(2001), Comparing Software Process Improvement in Estonia and Finland. Baltic IT Review 3/2001,(#22). pp Brumen B., Welzer T., Jaakkola H. (2001), Adaptive Incremental Framework for Performance Driven Data Mining. In Caplinskas A., Edser J. (eds.), Proceedings of the ADBIS 2001, , Lithuanian Computer Society, p

19 122. Brumen B., Golob I., Welzer T., Jaakkola H. (2001), Data Mining and Database Size - How large is large? In the Proceedings of the IASTED International Symposia in Applied Informatics. Edited by Hamza M.H. Insbruck, Austria Feb , pp IASTED Publications Brumen B., Jaakkola H., Welzer T. (2001), Predicting Sample Size in Data Mining Tasks Using Additive Incremental Approach, In Jaakkola H. Kangassalo H., Kawaguchi E. (editors), Information Modelling and Knowledge Bases XII. IOS Press, Amsterdam. pp Kerminen Petteri, Jaakkola Hannu (2001), Conceptual Modeling of Imageäs Content. In Kangassalo H., Welzer T., Jaakkola H., Rozman I. (editors), Proceedings of the 11th European Japanese Conference on Information Modelling and Knowledge Bases (May 29-June 1, 2001, Maribor, Slovenia). University of Maribor Publications. pp Brumen B., Welzer T., Jaakkola H., Golob I. (2001), Adaptive Incremental Approach to Construction of Classification Models. In Kangassalo H., Welzer T., Jaakkola H., Rozman I. (editors), Proceedings of the 11th European Japanese Conference on Information Modelling and Knowledge Bases (May 29-June 1, 2001, Maribor, Slovenia). University of Maribor Publications. pp Brumen B., Welzer T., Golob I., Jaakkola H. (2001), Black-Box Approach to Assesment of Performance of Classification Models. In the Proceedings of the CIMA 2001, Advances in Intelligent Data Analysis. Bangor, Wales, June 19-22, ICSC, Netherlands. CD Publication, 6 pages Jaakkola H., Kukkonen J., Varkoi T. (2001), Best Practices as Reuse Infrastructure. In Koloumdjian J., Mayr H., Erkollar A (editors), Proceedings of the ReTIS' Data and Document Re-engineering for the Web. Osterreichische Computer Gesellschaft, Vienna, pp Invited paper and presentation Brumen B., Welzer T., Golob I., Jaakkola H. (2001), Convergence Detection in Classification Task of Knowledge Discovery Process. In Kocaoglu D., Anderson T. (editors). Proceedings of the PICMET Vol I - Paper Summaries. Vol 2 - Full Papers in CD. Summary pp. 66, Full paper 8 pages Mäkinen J., Jaakkola H. (2001), From e-business to m-business - Influence of Existing Customs. In Kocaoglu D., Anderson T. (editors). Proceedings of the PICMET Vol I - Paper Summaries. Vol 2 - Full Papers in CD. Summary pp. 234, Full paper 4 pages Mäkinen J., Jaakkola H. (2001), Scheme's Adaptability & Infusion of Mobile Phones: Clarification and Extension of Former Findings. In Kocaoglu D., Anderson T. (editors). Proceedings of the PICMET Vol I - Paper Summaries. Vol 2 - Full Papers in CD. Summary pp. 236, Full paper 4 pages Tuominen H., Halin K., Jaakkola H. (2001), Neural Networks in Action: An Engine for the Marketing Information System. Information Technology Construction of the Neural Network Decision Support System. In Kocaoglu D., Anderson T. (editors). Proceedings of the PICMET Vol I - Paper Summaries. Vol 2 - Full Papers in CD. Summary pp. 246, Full paper 13 pages Lepasaar M., Kalja A., Varkoi T., Jaakkola H. (2001), Key Success Factors of a Regional Software Process Improvement Programme. In Kocaoglu D., Anderson T. (editors). Proceedings of the PICMET Vol I - Paper Summaries. Vol 2 - Full Papers in CD. Summary pp. 432, Full paper 6 pages.

20 133. Varkoi T., Mäkinen T., Jaakkola H. (2001), Requirements for A Software Process Improvement Support and Learning Environment. In Kocaoglu D., Anderson T. (editors). Proceedings of the PICMET Vol I - Paper Summaries. Vol 2 - Full Papers in CD. Summary pp , Full paper 8 pages Lepasaar M., Varkoi T., Jaakkola H. (2001), Documentation as a Software Process Capability Indicator. In Kocaoglu D., Anderson T. (editors). Proceedings of the PICMET Vol I - Paper Summaries. Vol 2 - Full Papers in CD. Summary pp. 436, Full paper 7 pages Mäkinen T., Varkoi T., Jaakkola H. (2001), Assesment of a Software Process Assesment Process. In Kocaoglu D., Anderson T. (editors). Proceedings of the PICMET Vol I - Paper Summaries. Vol 2 - Full Papers in CD. Summary pp. 437, Full paper 7 pages Jaakkola H., Varkoi T., Lepasaar M., Mäkinen J. (2001), Diffusion and Infusion of Software Process Improvements. In Kocaoglu D., Anderson T. (editors). Proceedings of the PICMET Vol I - Paper Summaries. Vol 2 - Full Papers in CD. Summary pp. 438, Full paper 4 pages Jaakkola H., Kalja A. (2001), IT Innovation is the First Step on the Way to the Information Society. In Kocaoglu D., Anderson T. (editors). Proceedings of the PICMET Vol I - Paper Summaries. Vol 2 - Full Papers in CD. Summary pp. 490, Full paper 8 pages Brumen B., Welzer T., Jaakkola H., Adaptive Incremental Framework for Performance Driven Data Mining. In Caplinkas A., Eder J., (eds.), Advances in Databases and Information Systems. ADBIS 2001, Lithuania, Sept Tuominen H., Halin K., Jaakkola H. (2000), Neural Networks in Action. An Engine for the marketing information system. Efficiency of NN Decisions vs. Human Being in Selection of New Prospects. 11th International Working Seminar on Production Economics. Pre-Print Vol. 3. pp IGLS, Austria, Brumen B., Jaakkola H., Welzer T., Rozman I. (2000), Predicting Minimum Sample Size in Data Mining Tasks: Additive Approach. In Jaakkola H., Kangassalo H., (editors), Proceedings of The 10th European Japanese Conference on Information Modelling and Knowledge Bases. Pori School of Technology and Economics, Series No 28, Mäkinen J., Jaakkola H. (2000), Representing Infusion of Mobile Phones. Proceedings of the IEEE EMS-2000 Conference. IEEE, Brumen B., Welzer T., Jaakkola H. (2000), Predicting Data Mining Costs:Additive Approach. In 12th International Conference on Systems Research, Informatics and Cybernetics. Baden Baden, Germany. July 31-Aug. 5, pages Brumen B., Welzer T., Rozman I., Jaakkola H. (2000), Razvrstitev pristopov k podatkovnemu rudarjenju (Classification of Data Mining Approaches). In Gams M et al. (eds), Proceedings of Information Society Ljubljana, Slovenia Oct., ISBN Brumen B., Welzer T., Jaakkola H. (2000), Predicting Data Mining Costs:Additive Approach. In Lasker E., Zhengxin C. (editors), Advances in Database and Knowledge Systems: Data Mining and Data warehousing. IIAS Windsor, Canada, December pages Brumen B., Welzer T., Golob, I., Jaakkola H. (2000), Predicting Data Mining Costs: Additive Approach. In Advances in database and knowledge based

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