Eclectic manuscripts:
  1. Final year thesis on language evolution via inductive learning in communities of artificial agents.
  2. Survey on Information Geometry.
  3. Survey on Tree Alignment methods.
  4. Survey on replicability in science

Undergraduate Projects:
I pursued an melange of projects in my undergraduate days. Select summaries follow:
  • Statistical models of Language Evolution in Multiple agent communities (pdf) (abstract)
    Advisor: Dr. Harish Karnick, IIT Kanpur
    • Analysis of social interaction and language learning models, for different community graphs, extending a well known syntactic model of language
    • Analyzed language mingling and divergence in communities by stochastically coupling agent based approaches with population dynamics
    • Explored role of social topologies in shaping the course of linguistic evolution and language divergence
  • Reinforcement Learning based Autoguider for Astrophotography
     (pdf) (abstract)                                                        
    Advisors: Dr. Bernhard Scholkopf and Dr. Jan Peters, Dept of Statistical Inference, Max Planck Institute Tubingen
    • Designed and implemented a two variable Q-learning type formulation for autoguiding a Mach GTO German Equitorial Mount for star-tracking and astrophotography
    • Formulated problem as a continuous Markov Decision Process with agent `actions' corresponding to motor movement durations, and fine tuned simultaneous independent learners for Right Ascension and Declination axes
    • Extensive indoor simulations using convolutions on laser point source for robust star detection heuristics

  • Electronic Calculus Tutor for Undergraduate Math                                                                                                 
    Advisors: Prof. Larissa Fradkin, Victor Zernov, South Bank University, London
    • Decision-tree based differentiation tutor in JAVA for differential calculus: aimed to teach undergraduate level Math to students with learning disabilities
    • Developed a non-deterministic question generator, enabling a larger range of practice questions; expanding on existing MVC design-pattern

  • A GO based clustering for prognosis and inference from microarray data. (pdf) (poster) (abstract) (extended abstract)
    • Extending the statistical approach using a knowledge infusion from the Gene Ontology, we propose a method that expresses a biological snapshot in terms of gene functions, and directly yields some biological understanding
    • Prognostic predictions for two B-cell lymphomas corroborate with medical literature
    • Poster presented at Asia Pacific Bioinformatics Conference (APBC), 2010
    • A Content-based Similarity Search for Monophonic Melodies. (pdf) (poster) (abstract)
      • Searching for the most similar melodies for an input query (fom a MIDI keyboard) from a musical database. We use clustering on global features followed by use of individual feature matching using Transportation distances
      • Poster presented at IBM I-CARE Workshop, 2009 held in New Delhi
    • Enhancing click-rates of online Advertisements. (pdf)
      • Local clustering for rare class analysis and SVM for classification to identify patterns that would lead to higher click rates of online advertisements
      • Adjudged best solution to problem proposed by Komli (
    • Credit Card Fraud Detection: UCSD Data Mining Contest, June - July 2009
      • Detected 85.7% of fraudulent transactions (lift of 4.286 at 20% ) using J48 Decision trees and extensive feature preprocessing
      • Best Indian team at UCSD 2009 Data Mining Contest
    • Amateur attempts on the Physiological Data Modeling Problem.
      • Comparative analysis of classification algorithms on the Physiological Modeling Dataset: emphasis on the performance of Support Vector Machines and use of a semi-supervised approach in the final algorithm
    • A Color-based Indexing for Image Similarity Searching. (pdf) (abstract)

    Subpages (2): Abstracts Attachments