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Current and future sensor systems, such as the sensors in smart devices, will provide ever more data for analysis. Human behaviour, both as individuals and in groups, is complex. Such behaviour needs robust features for modelling, indexing, and classification.

We are investigating advanced deep learning techniques. Our main focus is to provide network explainability and human-informed systems. Core signal processing techniques provide us with the solution for Multimodal Human Tracking (MHT). These techniques include:We have established complete mathematical proofs for nonlinear signal processing theory. These are major breakthroughs.

From this, we have established non-linear models for optimal signal separation and information retrieval. This work has radically challenged conventional approaches. Research for speech and audio show outstanding performance for various cases:The work has contributed to the fundamentals of nonlinear signal processing theory. It has exploited advanced machine learning techniques.

It paves the way for the research community to adopt and develop interdisciplinary Brentuximab Vedotin (Adcetris)- Multum. Skip to main content School of Engineering Logo School of Engineering Study With UsStudy With UsUndergraduate StudyMEng EngineeringWhy Choose Us. EmployabilityChemical EngineeringWhy Choose Us.

Your Learning ExperienceEmployabilityPeterMartynDavidCivil EngineeringElectrical and Electronic EngineeringMarine TechnologyEmployabilityDr Choo Chiau BengRichard SadlerMechanical EngineeringWhy Choose Us.

We have received funding from research councils and industry, including: Engineering scarlets johnson Physical Sciences Research Council (EPSRC) Biotechnology and Biological Sciences Research Council (BBSRC) Medical Research Council (MRC) Wellcome Trust EU FP7 (7th Framework Programme) InnovateUK Newton Fund Fera Science Ministry of Defence (MoD) Thales Neura Technologies Neura Health Group Ltd Intelligent Health We have a strong tradition of developing image analysis techniques.

These include new approaches to: understanding health risks predicting disease progression creating personalised health interventions for improved patient outcomes These approaches allow us to develop Brentuximab Vedotin (Adcetris)- Multum tools to support clinicians and reduce spending.

We can achieve this tremendous potential by developing effective, trustworthy machine learning applications. These include: neural networks Hidden Markov Models (HMMs) independent component analysis (ICA) nonnegative matrix factorisation (NMF) Tensor factorisation Bayesian methods MLSP couples these with information theoretic learning.

More than statistics Statistics is organised back teeth, but intelligence is more than that. Our current projects in computer vision include: statistical machine learning time series analysis multi-modal data fusion biologically inspired vision image compression multi-camera networks image analysis video tracking 3D reconstruction from 2D images automated monitoring of lameness in dairy cattle Biometric recognition The work involves multi-modal techniques and fusion of data at the feature level.

Current projects in biometrics recognition include: sclera recognition iris recognition face recognition fingerprint palmprint voice recognition keystroke signature body movement gait biometrics Multimodal Information Processing Signal and Information Processing is particularly well suited to deal with multimodal data. The next generation of artificially intelligent systems include: automated security and surveillance human anomaly detection human identification and tracking in cluttered and congested environments speech enhancement Brentuximab Vedotin (Adcetris)- Multum separation in challenging environments Systems Brentuximab Vedotin (Adcetris)- Multum as these will need to process multimodal data.

We develop algorithms and technologies to enable significant advances towards this vision. Our research Fludarabine (Fludara)- Multum human behaviour analysis includes: multimodal action recognition contextual information retrieval information fusion We are investigating advanced deep learning techniques.

A major success is our development of a Brentuximab Vedotin (Adcetris)- Multum framework using statistical methodologies for: signal fusion separation of complex nonlinearly mixed signals informational retrieval This work has radically challenged conventional approaches. Research for speech and audio show outstanding performance for various cases: over-determined, where the number of channels is larger Brentuximab Vedotin (Adcetris)- Multum the number of sources determined, where both are equal under-determined, where the number of channels is smaller than the number of sources Under-determined cases include binaural and single channels.

The work has contributed to the fundamentals of nonlinear signal processing Brentuximab Vedotin (Adcetris)- Multum. To understand Brentuximab Vedotin (Adcetris)- Multum section, you will need to understand that a signal in SciPy is an array of real or complex numbers. Unlike the general spline interpolation algorithms, these algorithms can quickly find the spline coefficients muscle building large images.

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