Новое в аналитике SAS

Transcription

1 Новое в аналитике SAS Андрей Свирщевский Руководитель направлений Аналитики и Гарантирования Доходов САС Россия/СНГ Copyright 2013, SAS Institute Inc. All rights reserved.

2 Содержание Версии продуктов Основные новости 2013: SAS High Performance Analytics Enterprise Decision Management Новый фукционал и новые задачи: Data Mining Forecasting Optimization Text Analytics Copyright 2013, SAS Institute Inc. All rights reserved.

3 Q1 Q2 Q3 Q4 SAS JULY (9.1) SAS Analytics 12.3 SAS Enterprise Guide 6.1 SAS Visual Analytics : STAT, QC, ETS, OR, IML Enterprise Miner Text Analytics Forecast Server Model Manager (2014Q2) SAS Visual Analytics 6.3 SAS 9.4M1 SAS Enterprise Decision Management High Performance Analytics Server (SMP, Product Split) SAS Contextual Analysis SAS Scoring Accelerator for Hadoop C opy r ight 2012, SAS Institut e Inc. All r ights r eser v ed.

4 SAS HIGH- PERFORMANCE ANALYTICS Copyright 2013, SAS Institute Inc. All rights reserved. Прогнозная аналитика на больших данных 1 квартал 2013 г., Forrester Inc.

5 Regular tasks Models for regular scoring SAS High-Performance Analytics SAS Analytics Server In-memory ADW Disks Hadoop GreenPlum Teradata Oracle EDW Disks Copyright 2013 SAS Institute Inc. All rights reserved.

6 Regular tasks Models for regular scoring SAS High-Performance Analytics ASYMMETRIC SAS Analytics Server In-memory Computing Center Hadoop GreenPlum Teradata Oracle EDW Disks Copyright 2013 SAS Institute Inc. All rights reserved.

7 HP процедуры добавлены к аналитическим продуктам STAT ETS OR EM Text Miner HPLOGISTIC HPREG HPLMIXED HPNLIN HPGENSELECT HPSPLIT HPCOUNTREG HPSEVERITY HPQLIM HPLSO Selected features in OPTMILP OPTLP OPTMODEL HPREDUCE HPNEURAL HPFOREST HP4SCORE HPDECIDE HPTMINE HPTMSCORE FS HPFORECAST What are the new features? Common: HPDS2 HPDMDB HPSAMPLE HPSUMMARY HPIMPUTE HPBIN HPCORR Рекомендовано для серверов до 16 ядер Works till 16 cores

8 9.4 SAS HPA Server High Performance Statistics High Performance Econometrics High Performance Optimization High Performance Data Mining High Performance Text Mining High Performance Forecasting HPLOGISTIC HPREG HPLMIXED HPNLIN HPCOUNTREG HPSEVERITY HPQLIM HPLSO HPREDUCE HPNEURAL HPFOREST HP4SCORE HPDECIDE HPREDWOOD HPTMINE HPTMSCORE HPFORECAST (Q4 2013) Common: HPDS2 HPDMDB HPSAMPLE HPSUMMARY HPIMPUTE HPBIN HPCORR Copyright 2013 SAS Institute Inc. All rights reserved.

9 SAS ENTERPRISE DECISION MANAGEMENT Prepare Data Model Business Rules Integrate and Monitor & Report Deploy Model Manager Business Rules Decision Flow Visual Analytics Visual Data Builder Workflow Automation Process Orchestration Copyright 2013 SAS Institute Inc. All rights reserved.

10 до 9.3 SAS Enterprise Miner 5.3 Graph Explore, Append, Variable Clustering, Interactive Binning, Rules Builder, Gradient Boosting, PLS, Cutoff, 6.1 File Import, Native interactive tree, LARS/LASSO, Reporter, Market basket scoring, RPM, Tree updates

11 9.3 SAS Enterprise Miner 7.1 (JUL 2011) Time Series Data Mining, GLMs, Survival, HP DM, SVM, Insurance Rate Making 7.1 M1 (DEC2011) Incremental Response Analysis (Net Lift Modeling) 12.1 (AUG2012)

12 9.4 SAS Enterprise Miner 12.3 HP Nodes Credit Scoring: Interactive Grouping for interval targets (LGD,...) Support for link analysis Enhanced support for generalized linear models (ratemaking node refactored) Support for PMML 4.1 Improved Reporter styles EM 4.3 client removed from distribution

13 Q4 SAS Enterprise Miner 13.1 API for R model training and results integration Process flow diagram templates Decision tree usability and reporting extensions Sticky notes Automated modeling modules to be delivered in VA environment

14 SAS Model Manager 3.1: Models retraining 3.1: Analytic Workflow Management 12.1: Basel II отчеты по мониторингу эффективности моделей

15 9.4 SAS Model Manager 12.3 Support for segmentation models Scheduled monitoring and model retraining services Manage published database models Workflow driven user interface Support for COUNTREG, SEVERITY, and HPFOREST Integration into SAS Decision Management suite

16 SAS Forecasting SAS Energy Forecasting прогнозирование в энергетике Новые решения SAS Demand-Driven Forecasting прогнозирование спроса (вкл. интерфейс утверждения прогнозов) SAS Retail Forecasting прогнозирование в ритейле (не FS, а специально разработанные алгоритмы для различных типов товаров)

17 Q4 SAS Text Analytics SAS Content Analytics New web-based client focused on business analyst Combines capabilities from Content Categorization and Text Miner into a single, unified workflow Russian language in Q1 2014

18 Text Analytics Использование информации о клиентах из Интернет в целевом маркетинге и управлении Find optimal decisions Data Mining рисками: Detect dependencies and factors Banking Выделение значимых ANY фактов и событий: ANY Telco Покупка недвижимости Transport Образование Energy Упоминание компании в судебных делах Повышение эффективности аналитических моделей Мониторинг информации о бренде, продуктах, конкурентах и любых других темах в Интернет Анализ жалоб и обращений Copyright 2013, SAS Institute Inc. All rights reserved.

19 Q2 High Performance Analytics Analytic Capabilities: Generalized Linear Models Clustering Forecasting Decision Trees Architecture Teradata, Greenplum, Oracle Asymmetric configuration Hadoop (sashdat, CSV/hive) Alongside LASR

20 Q? High Performance Analytics Tentatively planned for future releases: Principal Components Support Vector Machines Multivariate Analysis Panel Data Analysis Quantile regression Finite Mixture Modeling Variant of Generalized Additive Models SAS Scoring Accelerator for Hadoop Q4 2013

21 Copyright 2013, SAS Institute Inc. All rights reserved.