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TODO.md

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TODO:

    1. Framework: add more references.
    1. Background: Provide example of papers which appear to target the same problem but don't.
    1. Come up with a more interesting name than ad-eval. Anomaly detection researcher?
    1. Background: clean up Problem Definition.
    1. All: Settle on British or American english.
    1. All: Replace tasks with factor choices.
    1. Framework: Clean up Dataset Format section.
    1. Framework: Clean up Solution Format section.
    1. Time series: Rewrite implementation section.
    1. Framework: Merge Training Data and Anomaly Types into a single factor.
    1. Time series: Incorporate Important tasks section into other sections.
    1. All: Use vector notation for sequences everywhere.
    1. Framework: Make sure filters are defined the same way as in the time series chapter.
    1. All: Fix formatting issues caused by CSC:s LaTeX template.
    1. Results: Rewrite it.
    1. Conclusions: Rewrite it.

DONE:

    1. Finish project plan [ABANDONED].
    1. Change name to "A Framework for Anomaly Detection with Applications to Machine-Generated Data"
    1. Reshape chapters to Introduction, Background, Framework, Application, Results, Discussion
    1. Incorporate Foreword into Introduction
    1. Capitalize chapter, section, figure, and table
    1. Move method presentation from Background to Framework
    1. Remove information on project progression on Background
    1. Add draft of formal problem definition to Background
    1. Remove Splunk-specific discussion from Background
    1. Move section 1.2 -> 2.1
    1. Framework: be more clear when introducing novel concepts.
    1. Reformulate the framework with the search problem in mind
    1. Framework: Clarify semi-supervised/supervised convention - add citation.
    1. Framework: Rename reference data -> (labelled) training data.
    1. Time series: Remove sequence extraction section.
    1. Time series: Add more formal section on sequence extraction [ABANDONED].
    1. Fix lint errors
    1. Rewrite the first half of Background to more clearly explain and motivate the work
    1. Add survey references to the Anomaly Detection section
    1. Remove rough edges resulting from the incorporation of Foreword into Introduction
    1. Introduction: update to reflect new chapter structure.
    1. Introduction: update chapter references.
    1. Rename "The Component Framework" to "A Framework for Anomaly Detection".
    1. Change "tasks" chapter name to "framework".
    1. Talk about distinction between problems and methods in Background.
    1. Rewrite the Framework introduction.
    1. All: Replace "data set" with "dataset".
    1. All: Rename "Data format" -> "Dataset format".
    1. Framework: Rename "Output format" -> "Solution format".
    1. Framework: Rename "Reference data" -> "Training data".
    1. Framework: Move last paragraph of description.
    1. Framework: Create draft of Dataset Format section.
    1. Framework: Finish discretisation discussion in Dataset Format.
    1. Framework: Add discussion of numerosity reduction to Dataset Format.
    1. Framework: Add discussion of dimensionality reduction to Dataset Format.
    1. Framework: Create draft of Solution Format section.
    1. Framework: Create draft of Training Data section.
    1. Framework: Create draft of Anomaly Type section.
    1. Framework: Create draft of Anomaly Measures section.
    1. Framework: Incorporate Related High-level Tasks section into other sections.
    1. Framework: Be more clear about context functions being a novel concept.
    1. All: Join the chapters on time series.
    1. Time series: Write an introduction.
    1. Time series: Replace Presentation section with a shorter section introducing time series.
    1. Time series: Add section summarising existing research.
    1. Time series: Rewrite oracle section.
    1. Time series: Rewrite evaluation section.
    1. Framework/Time series: Move dimensionality discussion to Framework.
    1. Abstract: Rewrite it.
    1. All: Use the CSC LaTeX template.
    1. Discussion: Rename to Conclusions.
    1. Conclusions: Rename Post-Mortem to Summary.
    1. Background: Rewrite it.