03241nam a2200397 4500 33406 20230531230947.0 150620t20122002xxum a00o 0 eng d 9781439869468 PITLIB QA76.9.D343 W83 2012 Wu, James 43347 Foundations of predictive analytics/ A.W. Boundy [book] Boca Raton, FL : CRC Press, 2012. 4402 317p •L012– New Arrivals- Sep. 2015 "Preface this text is a summary of techniques of data analysis and modeling that the authors have encountered and used in our two-decades experience of practicing the art of applied data mining across many different fields. The authors have worked in this field together and separately in many large and small companies, including the Los Alamos National Laboratory, Bank One (JPMorgan Chase), Morgan Stanley, and the startups of the Center for Adaptive Systems Applications (CASA), the Los Alamos Computational Group and ID Analytics. We have applied these techniques to traditional and nontraditional problems in a wide range of areas including consumer behavior modeling (credit, fraud, marketing), consumer products, stock forecasting, fund analysis, asset allocation, and equity and xed income options pricing. This monograph provides the necessary information for understanding the common techniques for exploratory data analysis and modeling. It also explains the details of the algorithms behind these techniques, including underlying assumptions and mathematical formulations. It is the authors' opinion that in order to apply di erent techniques to di erent problems appropriately, it is essential to understand the assumptions and theory behind each technique. It is recognized that this work is far from a complete treatise on the subject. Many excellent additional texts exist on the popular subjects and it was not a goal for this present text to be a complete compilation. Rather this text contains various discussions on many practical subjects that are frequently missing from other texts, as well as details on some subjects that are not often or easily found. Thus this text makes an excellent supplemental and referential resource for the practitioners of these subjects"--Provided by publisher Data mining 17634 Predictive control--mathematical models 43348 Automatic control 11797 0022 วิศวกรรมศาสตรบัณฑิต สาขาวิศวกรรมอุตสาหการ IE (ป.ตรี) 49 Coggeshall, Stephen 43349 BK 1 Introdction p.1 2 Properties of statistical Distributions p.9 3 Important Matrix Relationships p.63 4 Linear Modeling and Regression p.83 5 Nonlinear Modeling p.129 6 Time Series Analysis o.173 7 Data Preparaition and Variable Selection p.195 8 Model Goodness Maasures p.213 9 Optimization Methods p.231 10 Miscellaneous Topics p.271 33406 33406 33406 0 0 lcc 0 0 BKE PIMLIB PIMLIB GEN-EN 2015-06-20 ตะวันบุ๊ค 4056.00 0130000041503 2 1 QA76.9.D343 W83 2012 32550000234136 2023-05-09 4056.00 2023-05-09 BK