Essays about: "Piecewise linear regression"

Showing result 1 - 5 of 6 essays containing the words Piecewise linear regression.

  1. 1. An Empirical Study on the Generation of Linear Regions in ReLU Networks : Exploring the Relationship Between Data Topology and Network Complexity in Discriminative Modeling

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Petter Eriksson; [2022]
    Keywords : Neural networks; Linear regions; Activation patterns; Piecewise linear activation functions; Data; Curvature; Neurala nätverk; Linjära regioner; Styckvis linjära aktiveringsfunktioner; Data; Krökning;

    Abstract : The far-reaching successes of deep neural networks in a wide variety of learning tasks have prompted research on how model properties account for high network performance. For a specific class of models whose activation functions are piecewise linear, one such property of interest is the number of linear regions that the network generates. READ MORE

  3. 2. Potential for using high frequency turbidity as a proxy for total phosphorus in Sävjaån

    University essay from SLU/Dept. of Aquatic Sciences and Assessment

    Author : Emma Lannergård; [2016]
    Keywords : surface water quality; high frequency monitoring; continuous monitoring; turbidity; in situ sensor; surrogate measurements; total suspended solids; total phosphorus; phosphorus; phosphorus load; load estimation;

    Abstract : Transport of particles carrying nutrients and contaminants from land to sea is a challenge to monitor due to the high temporal variability in concentrations. Phosphorus is a particle associated nutrient, largely affecting the state of waters due to its effects on eutrophication. READ MORE

  4. 3. Reactive Power Planning with Voltage Stability Constraints for Increasing Cross-Border Transmission Capacity

    University essay from KTH/Elektriska energisystem

    Author : Mana Farrokhseresht; [2015]
    Keywords : ;

    Abstract : In this work Reactive Power Planning (RPP) is studied. It is the method which aims at locating reactive compensators of optimal size at an optimal location in order to achieve or optimize a certain objective. READ MORE

  5. 4. Competition in the American Mutual Fund Industry. An empirical study

    University essay from Göteborgs universitet/Graduate School

    Author : Farhad Miri; [2014-12-15]
    Keywords : Mutual Funds; Flow-Performance relationship; Convexity; Competition; Morning Star; Panel Data; Piecewise linear regression;

    Abstract : This thesis investigates and compares the relationship between the inflow of new investment into open-end equity U.S. mutual funds and their historical performance among the top performer funds. READ MORE

  6. 5. Task Load Modeling for LTE Baseband Signal Processing with Regression Analysis Approach

    University essay from KTH/Signalbehandling

    Author : Chang Liu; [2014]
    Keywords : ;

    Abstract : In telecommunication baseband signal processing systems, thousands of tasks are executed every millisecond. These tasks take in dierent parameters and cause heavy load to the system. The aim of the thesis is to build proper mathematical models for these tasks, enabling the prediction of their load given the corresponding parameters. READ MORE