← Search

Data · dataset · 2021

LSTM and CNN Parameter Tuning results

Listed in Teesside University Research Data Repository

The published data are part of the virtual-coach Table Tennis shadow-play training system developing results.

Description

Two deep models (LSTM and 2DCNN) were trained and tested based on the self-collected Table Tennis Forehand strokes sensory data The Models' parameters are tuned with the following values: 1) The Epoch number in range (100, 250, and 500), 2) The batch size in range (10, 50,100, 500 and1000), 3) The number of the LSTM and CNN layer in range (1, 2, and 3), 4) The number of filters in range (16 to 256), 5) The rate of dropout in range (0.1, 0.2, 0.3, ..., 0.9), 6) The number of the denes layer in range (1, 2, and 3), and 7) The number of the neurons in the dense layer is in the range (8 to 64) The published results contain all possible models' performance on the testing dataset.

Links

Where it is published

Catalogue records · 1

Topics

Inferred from text
Tabular 65%
Provenance · 1 source records, 9 field assertions
SourceKeyLast seenRaw
Teesside University Research Data Repositoryoai:data.mendeley.com/jtv3f9pbdb.210 h agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].anzsrc:group:4611mapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Machine Learning']
concepts[field].local:field:computer-science-aimapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[modality].local:modality:tabularenrichment · researchdata tees ac ukkeyword-concept-rules@1.0.0title+description (65%)
descriptionsource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/description
licensesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/rights
publication_datesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
titlesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/title