Research in Finance and Biology Comparison - Rory Lewis

signtruculentBiotechnology

Oct 2, 2013 (3 years and 11 months ago)

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Research in Finance and
Biology Comparison

CS5450

Chris
Shellenbarger

Topics


Discretization


Knowledge Discovery


Clustering


Discrete Finite Automata


Fourier Transforms


Rough Sets & Fuzzy Logic


Genetic Algorithms

2

Discretization


Converts continuous data into discrete
data


D
ata Mining


Methods


Equal Breadth Intervals


Equal Frequency Intervals


Clustering Discretization


Entropy
-
Based Discretization


Others

3

Discretization
-

Illustration

4

Discretization
-

Applications


Prepare Data For Machine Learning


Finance


Financial Distress Prediction


http://bit.ly/omWl5Z


Biology


Discretize Time Series Gene Expression Data


http://bit.ly/pyDxGt


Inferring Gene Regulatory Networks


http://bit.ly/qa2jdN



5

Knowledge Discovery


Derive Knowledge From Data


Sequences


Predictions


Classifications


KDD


Knowledge Discovery in Databases


Also, the name of this class


More Information:


http://bit.ly/oCVHxr


http://bit.ly/nQMaiY


Images for this section taken from this link


http://bit.ly/qsEPgI

6

Knowledge Discovery

7

Knowledge Discovery
-

Applications


Finance


Investment Management


Identifying Trends


Predicting Future Performance


Lending


Classification of Borrowers


Biology


Biomedicine


Drug Side Effects


Hospital Cost Containment


Genetic Sequence Analysis
\
Prediction

8

Knowledge Discovery
-

Applications

9

Clustering


Grouping objects into similar ‘clusters’


Similarity Measures


Used in Knowledge Discovery


10

Clustering
-

Applications


Finance


Lending


Clustering of Borrowers


Investing


Portfolio Performance Improvement


http://bit.ly/nLdt8G


Biology


Gene Research


http://1.usa.gov/qW2CD5


Micro Array and High Throughput Bioinformatics


http://bit.ly/pH1sQO

11

Clustering
-

Applications

12

Discrete Finite Automata


Behavior Model


Computer Programs


States and Transitions


13

Discrete Finite Automata
-

Applications


Complex Event Processing


http://bit.ly/owZBW0


Finance


Lending


Monitoring of Credit Applications


Stock Analysis


Streambase



Technical and Fundamental Indicators


Biology


Simulation of Biochemical Systems


http://bit.ly/nD2neZ


Seizure Detection


Dr. Lewis’ Paper:
http://bit.ly/pKKxlG

14

Discrete Finite Automata
-

Applications


Molecular Finite Automata


15

Fourier Transforms


Mathematical Operation


Decompose Signals Into Frequencies


16

Fourier Transforms
-

Applications


Finance


Risk Management


http://bit.ly/r3AK5G


Option Pricing


http://bit.ly/pshgIf


Biology


Cell Response to Damage


http://bit.ly/mUcxyv


Photoacoustic

Imaging


http://bit.ly/qlboNL


17

Fourier Transforms
-

Applications


Photo Acoustic Imaging


18

Rough Sets & Fuzzy Logic


Sets whose elements have a degree of
membership


19

Rough Sets & Fuzzy
Logic
-

Applications


Finance


Financial Distress Prediction


http://bit.ly/qdIqsi


Market Forecasting/Timing


http://bit.ly/o1dOcI


Biology


Seizure Prediction


Dr. Lewis’ Paper:
http://bit.ly/p188DC


Breast Cancer Diagnosis


http://bit.ly/pmHWCS


20

Genetic Algorithms


Search Heuristic


Mimics Process of Natural Evolution


Optimization and Search Problems


21

Genetic Algorithms

22

Genetic
Algorithms
-

Applications


Finance


Stock Behavior Prediction


http://
bit.ly/nR5nMp


Currency Trading


http://bit.ly/nRk7mV


Biology


Sequencing Genomes


http://bit.ly/nfIkTX


Protein Structure Prediction


http://bit.ly/o0ksaV

23

Questions?

24