Pattern Classification Methods and Machine Learning

Wednesday, May 14, 2014

Topic Modeling

Probabilistic Topic Models by David M. Blei
Communications of the ACM

The Joy of Topic Modeling
A bag of words by Matt Burton

Good Books on Big Data

An Introduction to Information Retrieval by Christoper Manning, Prabhakar Raghavan,

Mining of Massive Datasets  Anand Rajaraman, Jure Leskovec, Jeffrey Ullman

Deep Learning for NLP without Magic - Richard Socher, Yoshua Bengio and Chris Manning

Tuesday, May 13, 2014

Good Machine Learning Source - ML using Python

http://www.dcs.bbk.ac.uk/~dell/teaching/ml_rm/

Monday, May 12, 2014

Activity Recognition - Good Papers

Activity logging using lightweight classification techniques in mobile devices

Activity Recognition With Mobile Phones

ActiServ: Activity Recognition Service for Mobile Phones

The Impact of Personalization on Smartphone-Based Activity Recognition

Design Considerations for the WISDM Smart Phone-based Sensor Mining Architecture

Activity Recognition using Cell Phone Accelerometers

Friday, May 09, 2014

Margin Infused Relaxed Algorithm (MIRA) Algorithm

Excellent algo for online processing - Margin Infused Relaxed Algorithm (MIRA)
Ultraconservative Online Algorithms for Multiclass Problems
Koby Crammer, Yoram Singer

Machine Learning - Good Papers

A Few Useful Things to Know about Machine Learning
Pedro Domingos
University of Washington

Deep Machine Learning- A New Frontier in AI Research
Itamar Arek, Derek Rose

Analyzing Text and Social Network Data
with Probabilistic Models
Padhraic Smyth

Machine Learning with Mallet
Davind Mimno

Pattern Recognition and Machine Learning
Christopher Bishop

Sunday, March 23, 2014

Big Data, Small World: Kirk Borne at TEDxGeorgeMasonU

Saturday, January 12, 2013

Explaining Big Data

Monday, November 19, 2007

Data Mining Elders Research

Tool Comparisons