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ACAI - 05

Fuzzy Logic

Description

The tutorial will introduce the basics of fuzzy logic for data analysis. Fuzzy Logic can be used to model and deal with imprecise information, such as inexact measurements or available expert knowledge in the form of verbal descriptions. We will first introduce the concepts of fuzzy sets, degrees of membership and fuzzy set operators. After discussions on fuzzy numbers and arithmetic operations using them, the focus will shift to fuzzy rules and how such systems of rules can be derived from available data.

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Slides
0:00 Tutorial: Fuzzy Logic
1:45 Overview
2:45 Fuzzy Logic: Motivation
4:52 Characteristic Functions: Crisp Sets
5:58 Characteristic Functions: Fuzzy Sets
7:46 Linguistic Variables and Values
10:00 Linguistic Values & Context
11:26 Types of Membership Functions
13:43 Fuzzy Membership Function: Basic Concepts
15:18 Operators on Fuzzy Sets - Page 1
17:51 Operators on Fuzzy Sets - Page 2
18:33 Min / Max-Norm
20:39 Product / Bounded-Sum
21:54 T-norms and S-norms
22:26 Fuzzy T- and S-Norms - Page 1
23:23 Fuzzy T- and S-Norms - Page 2
24:53 Fuzzy Norms: Issues…
28:03 Imprecise Reasoning
29:06 Joint Constraint (support distribution)
30:07 Conditional Constraint (possibility distribution)
30:48 Joint vs. Conditional Constraint
31:49 - Overview - Part 2
32:45 Fuzzy Rules
33:10 Example: Mamdani Rule
35:52 Fuzzy Rules
36:16 Example: Takagi-Sugeno Rule
37:54 Fuzzy Rule System (Mamdani)
38:26 Fuzzy Rule Systems: Example 1 - Page 1
39:59 Fuzzy Rule Systems: Example 1 - Page 2
41:01 Fuzzy Rule Systems: Example 1 - Page 3
42:36 Fuzzy Rule Systems: Example 1 - Page 4
42:41 Defuzzification: Center of Gravity
43:22 Defuzzification: Other Methods
45:36 Fuzzy Inference (Mamdani)
48:38 Fuzzy Rule System (Mamdani)
50:53 Fuzzy Rule System (Takagi Sugeno)
54:28 - Tutorial: Fuzzy Logic - Conclusion Part 1

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Reviews and comments:

Comment1 Z., July 19, 2007 at 8:51 p.m.:

is there part 2 available???
(btw: this is a lecture I was looking for for ages :) )


Comment2 Teresa, July 20, 2007 at 1:39 a.m.:

The lesson I was waiting for too :)
Glad to have found it! May I ask some questions?


Comment3 Miguel, August 23, 2007 at 5:23 p.m.:

It'd would be nice having a Flashbased version, I'm having problems playing the wmv on Ubuntu Linux.


Comment4 Aswani Kumar, August 31, 2007 at 12:51 p.m.:

The lecture in nice. I would like to download this lecture. Please give me this option as our Internet connection is very weak and we cannt have continous lecture over net.


Comment5 noora, October 1, 2007 at 3:52 p.m.:

Thanks :)


Comment6 H K, October 14, 2007 at 7:24 p.m.:

due to slow net speed i m unable to see it plz provide links to download these lectures
thanks


Comment7 mohamed.fezari@uwe.ac.uk, October 20, 2007 at 1:35 p.m.:

theses lectures are veri interesting for african and midle-east researchers who can niot attend conferences in USA or EUrope
Many Thanks


Comment8 Sarayut Nonsiri, October 20, 2007 at 6:58 p.m.:

Thank you very much.


Comment9 asma, October 23, 2007 at 9:52 p.m.:

plz provide links to download the lectures


Comment10 Vinh, November 13, 2007 at 4:44 a.m.:

Its hard for mac/linux users which don't have windows media player available. Do I have to buy windows now to watch?

It's ironical in a way. Exchange Ideas and Share Knowledge...but only if you run windows.


Comment11 Shanky, November 22, 2007 at 10:16 p.m.:

links are not working on linux (using mplayer plugin for mozilla) ,, :-( ,plz tell me if a downlodable version is availbale ..


Comment12 sintayehu zewdu, December 26, 2007 at 10:21 a.m.:

it is so cool and interesting so please go ahead


Comment13 Fathi Gasir, January 1, 2008 at 6:30 p.m.:

Thank you very much.


Comment14 avra, January 9, 2008 at 3:55 a.m.:

Google around for some streaming video downloader. Then convert WM video to whatever video extension you can see in your host OS.


Comment15 DAVIS THOMAS.K, January 11, 2008 at 5:37 p.m.:

Thaks a lot.. it really helped me for my project


Comment16 Alireza, January 17, 2008 at 7:12 p.m.:

These Good lectures Very better if downloadable
thanks


Comment17 Oleg Sakharov, February 7, 2008 at 8:57 p.m.:

Very very nice lectures! Really looks like you are in a university sitting and hearing all this stuff. Easy understandable and good presented. This site is amazing! I'd recommend it for all!


Comment18 sari, April 2, 2008 at 6:41 a.m.:

I learnt alot about fuzzy logic from this lecture. Is it possible to down load the lecture and how?


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