Module Catalogues, Xi'an Jiaotong-Liverpool University

Module Code: EEE418
Module Level: Level 4
Module Credits: 5.00
Semester: SEM2
Originating Department: Electrical and Electronic Engineering
Pre-requisites: N/A

 Aims To introduce the techniques and concept of pattern recognition. To develop the necessary skills to carry out and report simple experiments of pattern recognition
 Learning outcomes A Understand recent advances of pattern recognition. B Develop various techniques used in pattern recognition. C Design pattern recognition systems to achieve the specified objectives e.g., on performance and cost. D Formulate and define practical problems and to use pattern recognition methodologies to analyze and solve engineering problems.
 Method of teaching and learning This module will be delivered through a combination of formal lectures, supervised laboratory sessions and seminars. There are 3 lab reports that will be assigned across the semester.
 Syllabus 1- Introduction History of pattern recognition;Example of typical pattern recognition system ;Overview of techniques in pattern recognition ; 2 Statistical Pattern RecognitionBayesian decision theory, Parametric /non- Parametric, Gaussian Classifiers, Maximum Likelihood Estimation, Expectation-Maximisation (EM), Clustering, Loss function, Regularization;3 Feature Extraction and Selection Linear Discriminant Analysis (LDA);Primary Component Analysis (PCA);Forward feature selection;Typical Features, e.g., Scale-invariant feature transform (SIFT);4 Statistical Classifiers Linear Classifiers, naïve Bayes classifier;Support Vector Machine (SVM);Neural Network;5 Ensemble LearningTree classifierRandom ForestBaggingBoosting6 Structural Patten RecognitionSyntactic parsing,String matching,Graph matching,Hidden Markov Model (HMM), Markov random field (MRF), Conditional Random Field (CRF);7 Deep LearningBasic introduction,Auto-Encode/Decode,Convolutional neural network;Recurrent neural network;8 ApplicationsFace recognition;Handwriting recognition;
Delivery Hours
 Lectures Seminars Tutorials Lab/Prcaticals Fieldwork / Placement Other(Private study) Total Hours/Semester 26 4 8 12

## Assessment

 Sequence Method % of Final Mark 1 Lab Report 1 10.00 2 Lab Report 2 10.00 3 Lab Report 3 10.00 4 Final Exam 70.00
 Module Catalogue generated from SITS CUT-OFF: 12/9/2019 11:28:39 PM