MAT-model’s Documentation!

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MAT-model: Model Classes for Multiple Aspect Trajectory Data Mining [MAT-Tools Framework]

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[Publication] [Bibtex] [GitHub] [PyPi]

The present package offers a tool, to support the user in the task of modeling multiple aspect trajectories. It integrates into a unique framework for multiple aspects trajectories and in general for multidimensional sequence data mining methods.

Created on Apr, 2024 Copyright (C) 2023, License GPL Version 3 or superior (see LICENSE file)

Installation

Install directly from PyPi repository, or, download from github. (python >= 3.7 required)

    pip install mat-model

Getting Started

On how to use this package, see MAT-model-Tutorial.ipynb

Citing

If you use mat-model please cite the following paper:

• Portela, T. T.; Machado, V. L.; Renso, C. Unified Approach to Trajectory Data Mining and Multi-Aspect Trajectory Analysis with MAT-Tools Framework. In: SIMPÓSIO BRASILEIRO DE BANCO DE DADOS (SBBD), 39. , 2024, Florianópolis/SC. [Bibtex]

Collaborate with us

Any contribution is welcome. This is an active project and if you would like to include your code, feel free to fork the project, open an issue and contact us.

Feel free to contribute in any form, such as scientific publications referencing this package, teaching material and workshop videos.

Related packages

This package is part of MAT-Tools Framework for Multiple Aspect Trajectory Data Mining, check the guide project:

• mat-tools: Reference guide for MAT-Tools Framework repositories

Change Log

This is a package under construction, see CHANGELOG.md

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Module contents

Modules in MAT-model:

• Base
  • Submodules
  • matmodel.base.Aspect module
    • Aspect
      • Aspect.match()
      • Aspect.value
    • Boolean
    • Categoric
    • DateTime
      • DateTime.convert()
      • DateTime.convertMinToDate()
      • DateTime.day()
      • DateTime.get()
      • DateTime.hours()
      • DateTime.isweekday()
      • DateTime.isweekend()
      • DateTime.microseconds()
      • DateTime.minutes()
      • DateTime.month()
      • DateTime.seconds()
      • DateTime.start
      • DateTime.weekday()
      • DateTime.year()
    • Interval
    • Numeric
    • Rank
      • Rank.add()
      • Rank.descriptor
    • RankValue
    • Space2D
      • Space2D.value
    • Space3D
      • Space3D.value
    • instantiateAspect()
  • matmodel.base.MultipleAspectSequence module
    • MultipleAspectSequence
      • MultipleAspectSequence.tid
      • MultipleAspectSequence.points
      • MultipleAspectSequence.data_desc
      • MultipleAspectSequence.size
      • MultipleAspectSequence.addPoint()
      • MultipleAspectSequence.attribute_names
      • MultipleAspectSequence.attributes
      • MultipleAspectSequence.l
      • MultipleAspectSequence.pointValue()
      • MultipleAspectSequence.readSequence()
      • MultipleAspectSequence.size
      • MultipleAspectSequence.subsequence()
      • MultipleAspectSequence.valuesOf()
    • Point
      • Point.seq
      • Point.aspects
      • Point.asString()
      • Point.fromRecord()
      • Point.l
      • Point.p
      • Point.valuesOf()
    • Subtrajectory
      • Subtrajectory.attributes_index
      • Subtrajectory.s
      • Subtrajectory.S
      • Subtrajectory.attribute()
      • Subtrajectory.attributes
      • Subtrajectory.attributes_index
      • Subtrajectory.s
      • Subtrajectory.values()
      • Subtrajectory.valuesOf()
    • Trajectory
      • Trajectory.T
      • Trajectory.label
      • Trajectory.T
      • Trajectory.display()
      • Trajectory.subtrajectory()
  • Module contents
• Comparator
  • Submodules
  • matmodel.comparator.distance module
    • AbsoluteDistance
      • AbsoluteDistance.distance()
    • CaselessDistance
    • Comparator
      • Comparator.MAX_VALUE
      • Comparator.distance()
      • Comparator.enhance()
      • Comparator.instantiate()
      • Comparator.match()
      • Comparator.normalize()
    • DatetimeDistance
      • DatetimeDistance.distance()
    • EditlcsDistance
      • EditlcsDistance.distance()
    • EqualsDistance
      • EqualsDistance.distance()
    • EuclideanDistance
      • EuclideanDistance.distance()
    • InintervalDistance
      • InintervalDistance.converge()
      • InintervalDistance.distance()
      • InintervalDistance.match()
      • InintervalDistance.match_date_interval()
      • InintervalDistance.match_dates()
    • LcsDistance
      • LcsDistance.distance()
      • LcsDistance.lcs()
      • LcsDistance.lcs_distance()
    • ManhattanDistance
      • ManhattanDistance.distance()
    • NumericDistance
      • NumericDistance.distance()
    • TimeDistance
      • TimeDistance.abs_distance()
      • TimeDistance.distance()
  • matmodel.comparator.helper module
  • Module contents
• Dataset Descriptor
  • Submodules
  • matmodel.descriptor.descriptor module
    • DataDescriptor
      • DataDescriptor.feature_names
      • DataDescriptor.instantiate()
    • FeatureDescriptor
      • FeatureDescriptor.instantiate()
      • FeatureDescriptor.name
    • descriptor2json()
    • df2descriptor()
    • readDescriptor()
  • Module contents
• Feature
  • Submodules
  • matmodel.feature.Feature module
    • DerrivedFeature
    • Feature
  • matmodel.feature.Movelet module
    • Movelet
      • Movelet.M
      • Movelet.Mi
      • Movelet.Miq
      • Movelet.attributes
      • Movelet.fromSubtrajectory()
      • Movelet.l
      • Movelet.m
      • Movelet.mid
      • Movelet.subset_attr_desc
  • Module contents
• Representative
  • Submodules
  • matmodel.representative.representative module
    • RepresentativeCell
    • RepresentativePoint
    • RepresentativeTrajectory
  • Module contents
• Util
  • Submodules
  • matmodel.util.filters module
    • attributes2names()
    • names2indexes()
  • matmodel.util.parsers module
    • df2trajectory()
    • json2movelet()
    • normalize()
  • Module contents

Framework Documentation:

• MAT-Tools

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Change Log

v0.1

• First release