Enhancing Data Representations for Improved Analytics

Jun 30, 2025

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Explore advanced techniques to enhance data representations for more effective analytical insights. Learn about the latest strategies and best practices in data visualization and interpretation.

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Enhancing Data Representations for Improved Analytics

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Data Representations Zane Godwin 3rd

Compact Data Representations and their Applications

Compact Data Representations and their Applications. Moses Charikar Princeton University. sketch. complex object. 0. 1. 0. 1. 1. 0. 0. 1. 1. 0. 0. 0. 1. 0. 1. 1. 0. 0. 1. 0. Sketching Paradigm. Construct compact representation ( sketch) of data such that

981 views • 50 slides

Representations

Representations. One of the major distinctions between ordinary software and AI is the need to represent domain knowledge (or other forms of worldly knowledge) this knowledge must be represented in some form

704 views • 30 slides

Multiscale Representations for Point Cloud Data

Multiscale Representations for Point Cloud Data. Andrew Waters Manjari Narayan Richard Baraniuk. Luke Owens Ron DeVore. 3D Surface Scanning. Explosion in data and applications. Terrain visualization Mobile robot navigation. Data Deluge. The Challenge: Massive data sets

457 views • 19 slides

Multiscale Representations for Point Cloud Data

Multiscale Representations for Point Cloud Data. Andrew Waters Manjari Narayan Richard Baraniuk. Luke Owens Daniel Freeman Matt Hielsberg Guergana Petrova Ron DeVore. 3D Surface Scanning. Explosion in data and applications. Terrain visualization Mobile robot navigation.

489 views • 28 slides

7.1 Visual Representations of Data

7.1 Visual Representations of Data. Statistics Frequency Table Graphical Representations Bar Chart, Pie Chart, and Histogram Median and Quartiles Box Plots Interquartile Range and Five-Number Summary. Statistics.

390 views • 19 slides

Data Representations

Delonzo wilder-4 th period. Data Representations.

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Representations

Representations. Representation. Studying representations is one of the important elements of the Stage 2/3 course Studying representations helps you understand texts on a deeper level

275 views • 7 slides

Data Representations

Data Representations. Jasmine Noel - 4 th Period.

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Data representations

Data representations. Jayron-6 th period.

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Multivariate Data & Representations

Multivariate Data & Representations. CS 7450 - Information Visualization Jan. 20, 2005 John Stasko. Agenda. Data forms and representations Basic representation techniques Multivariate (>3) techniques. Data Sets. Data comes in many different forms Typically, not in the way you want it

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Data Representations

Data Representations. Taylor Russell- 5 th Period.

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DATA REPRESENTATIONS

DATA REPRESENTATIONS. JESSACA-4 th Period.

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Graphics and Image Data Representations

Digital Media Computing. Graphics and Image Data Representations. by Amy Zhang. Outline. Graphics/Image Data Types Popular File Formats. Graphics/Image Data Types. The number of file formats used in multimedia continues to proliferate some file formats used in Macromedia Director.

1.03k views • 41 slides

Multiple representations of data

Multiple representations of data. Complex numbers. imaginary. 3 + 2 i. 2. 13. atan(2/3). real. 3. Complex numbers arithmetic. a + bi + (c + di) = a+c + (b+d)i r1e (i 1) * r2e (i 2) = (r1r2)e (i(1+ 2)). High level usage. ( define (add-complex z1 z2)

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Representations

Representations. The Chav. The Mother. The Father. Women. Teenagers. Celebrity Image. Geek.

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Creating RDF Representations of Patient Data

Creating RDF Representations of Patient Data. Diabetes Patient Data.

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Visual Representations of Numbers and Data

Graphs. Visual Representations of Numbers and Data. Main Types of Graphs. Bar Graphs Histograms Line Graphs Pie Chart. Bar Graphs. Used to present and compare data Double and group bar graphs are popular Can be horizontal or vertical

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Compact Data Representations and their Applications

Compact Data Representations and their Applications. Moses Charikar Princeton University. Lots and lots of data. AT&T Information about who calls whom What information can be got from this data ? Network router Sees high speed stream of packets

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Learning Data Representations with “ Partial Supervision ”

Learning Data Representations with “ Partial Supervision ”. Ariadna Quattoni. Outline. Motivation: Low dimensional representations. Principal Component Analysis. Structural Learning. Vision Applications. NLP Applications. Joint Sparsity. Vision Applications. Outline.

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Data representations

Data representations. Aluxis hayes-5 th period. Whats your favorite shoe. Whats your favorite ice cream. Whats your favorite tv show. Whats your favorite movie.

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Data representations

Data representations. By Haley H awthorne 4th.

157 views • 6 slides

Multiscale Representations for Point Cloud Data

216 views • 19 slides

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Enhancing Data Representations for Improved Analytics

Enhancing Data Representations for Improved Analytics

Presentation Transcript

Compact Data Representations and their Applications

Representations

Multiscale Representations for Point Cloud Data

Multiscale Representations for Point Cloud Data

7.1 Visual Representations of Data

Data Representations

Representations

Data Representations

Data representations

Multivariate Data &amp; Representations

Data Representations

DATA REPRESENTATIONS

Graphics and Image Data Representations

Multiple representations of data

Representations

Creating RDF Representations of Patient Data

Visual Representations of Numbers and Data

Compact Data Representations and their Applications

Learning Data Representations with “ Partial Supervision ”

Data representations

Data representations

Multiscale Representations for Point Cloud Data

Multivariate Data & Representations