Advanced Data Analysis Techniques

Europe/Lisbon
D.14 (Dep. of Physics, FCTUC)

D.14

Dep. of Physics, FCTUC

Description
 

The workshop consists of student presentations of:

Scientific article reviews: up to 5 min followed by a discussion

Machine learning projects: 10 min followed by a discussion

Zoom link: https://videoconf-colibri.zoom.us/j/86059441123?pwd=RVZHOE9EVkZUNUZZR3lkcTc0T2RvZz09

course: Advanced Data Analysis Techniques

degree/university: MEF/MF - UC, 1st semester 2021/2022

profs: R. Gonçalo, F. Veloso, M. Ferreira, R. Pedro, P. Brás, M. Romão, T.Cerqueira

    • 8:30 AM 8:35 AM
      Automatic Feature Extraction for Heartbeat Anomaly Detection 5m

      https://arxiv.org/abs/2102.12289

      Speaker: Beatriz Santos
    • 8:40 AM 8:45 AM
      Automatic Segmentation and Classification of Heart Sounds Using Modified Empirical Wavelet Transform and Power Features 5m

      https://www.mdpi.com/2076-3417/10/14/4791

      Speaker: Francisco Relvão
    • 8:50 AM 9:00 AM
      Audio analysis: measuring heart rate and classifying heart sounds 10m
      Speakers: Beatriz Santos , Francisco Relvão
    • 9:05 AM 9:10 AM
      Phonocardiographic Sensing using Deep Learning for Abnormal Heartbeat Detection 5m

      https://arxiv.org/abs/1801.08322

      Speaker: Sílvia Santos
    • 9:15 AM 9:20 AM
      Heartbeat Sound Signal Classification Using Deep Learning 5m

      https://www.mdpi.com/1424-8220/19/21/4819

      Speaker: Nicole Duarte
    • 9:25 AM 9:35 AM
      Audio analysis: measuring heart rate and classifying heart sounds 10m
      Speakers: Nicole Duarte , Sílvia Santos
    • 9:40 AM 9:45 AM
      Deep Learning for the Classification of Quenched Jets 5m

      https://arxiv.org/abs/2106.08869

      Speaker: Gonçalo Gouveia
    • 9:50 AM 9:55 AM
      Energy reconstruction in a liquid argon calorimeter cell using convolutional neural networks 5m

      https://arxiv.org/abs/2109.05124

      Speaker: António Caramelo
    • 10:00 AM 10:10 AM
      Machine Learning for detector design, modelling the TileCal degradation history as a use case 10m
      Speakers: António Caramelo , Gonçalo Gouveia
    • 10:15 AM 10:20 AM
      On the Use of Neural Networks for Energy Reconstruction in High-granularity Calorimeters 5m

      https://arxiv.org/abs/2107.10207

      Speaker: Hugo Costa
    • 10:25 AM 10:30 AM
      Calorimetry with Deep Learning: Particle Simulation and Reconstruction for Collider Physics 5m

      https://arxiv.org/abs/1912.06794

      Speaker: Seomara Felix
    • 10:35 AM 10:45 AM
      Machine Learning for detector design, modelling the TileCal degradation history as a use case 10m
      Speakers: Hugo Costa , Seomara Felix
    • 10:50 AM 11:05 AM
      Coffee break 15m
    • 11:10 AM 11:15 AM
      Compressing physics with an autoencoder: Creating an atomic species representation to improve machine learning models in the chemical sciences 5m

      https://indico.lip.pt/event/1187/manage/timetable/#20220204

      Speaker: Bernardo Martins
    • 11:20 AM 11:25 AM
      Machine learning modeling of superconducting critical temperature 5m

      https://www.nature.com/articles/s41524-018-0085-8

      Speaker: Gonçalo Dias
    • 11:30 AM 11:40 AM
      Machine Learning in Material Science 10m
      Speaker: Bernardo Martins
    • 11:45 AM 11:55 AM
      Machine Learning in Material Science 10m
      Speaker: Gonçalo Martins
    • 12:00 PM 12:10 PM
      Nuclear matter properties: Supervised Machine Learning Approach 10m
      Speaker: Valéria Carvalho
    • 12:15 PM 12:20 PM
      Finding New Physics without learning about it: Anomaly Detection as a tool for Searches at Colliders 5m

      https://arxiv.org/abs/2006.05432

      Speaker: Patricia Ferreira
    • 12:25 PM 12:35 PM
      Anomaly detection for ATLAS trigger processing 10m
      Speaker: Patricia Ferreira
    • 12:40 PM 12:45 PM
      The SAMME.C2 algorithm for severely imbalanced multi-class classification 5m

      https://arxiv.org/abs/2112.14868

      Speaker: João Silva
    • 12:50 PM 12:55 PM
      Random decision forests 5m

      https://ieeexplore.ieee.org/document/598994

      Speaker: Jorge Silva
    • 1:00 PM 1:10 PM
      Classification of pulses in the LUX-ZEPLIN dark matter detector 10m
      Speakers: Jorge Silva , João Silva
    • 1:15 PM 1:25 PM
      Classification of pulses in the LUX-ZEPLIN dark matter detector 10m
      Speakers: Helena Lessa , Patricia Pesch