∫ntegrabℓε ∂iﬀerentiαℓs · unorganised notes, code, and writings of random topics

Shi and Xu (2016) Credit Scoring by Fuzzy Support Vector Machines with a Novel Membership Function

August 6, 2019 paper

The paper by Wang et al (2005) introduced the fuzzy SVM but did not address how we can obtain the membership value. This paper fill up the void. [more]

Wang, Wang, & Lai (2005) A New Fuzzy Support Vector Machine to Evaluate Credit Risk

August 6, 2019 paper

A paper referenced by Yu (2014) which introduced the FSVM to the domain. [more]

Yu (2014) Credit Risk Evaluation with a Least Squares Fuzzy Support Vector Machine Classifier

August 6, 2019 paper

A paper first surveys some variations of support vector machines and their solution, and then apply to credit risk evaluation. [more]

Suykens and Vandewalle (1999) Least Squares Support Vector Machine Classifiers

August 5, 2019 paper

A short paper reviews the prior work on SVM with kernel functions and then move on the introduce a SVM classifier formulated by optimizing for least square error. Refer to previous post for notations. [more]

Convex optimization with Lagrangian function and Support Vector Machine

August 4, 2019 blog math

This is a summary of the math behind the support vector machine. Start from the constrained optimization problem, solving one using Lagrangian function, and application to support vector machine. [more]