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JUDITH NJOKU's Projects

hybridprecodingmassivemimo icon hybridprecodingmassivemimo

This project contains MATLAB codes for the paper: L. Liang, W. Xu, and X. Dong, "Low-complexity hybrid precoding in massive mulituser MIMO systems," IEEE Wireless Communications Letters, vol. 3, no. 6, pp. 653-656, Dec. 2014.

image-classification-rnn icon image-classification-rnn

Classify MNIST image dataset into 10 classes. Build an image classifier with Recurrent Neural Network (RNN: LSTM) on Tensorflow.

in-band-scheduling-and-user-association-in-5g-hetnets icon in-band-scheduling-and-user-association-in-5g-hetnets

Matlab Simulation for T. K. Vu, M. Bennis, S. Samarakoon, M. Debbah and M. Latva-aho, "Joint In-Band Backhauling and Interference Mitigation in 5G Heterogeneous Networks," European Wireless 2016; 22th European Wireless Conference, Oulu, Finland, 2016, pp. 1-6. URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7499273&isnumber=7499250

iotweathersensorsanalysis icon iotweathersensorsanalysis

Proposed "An Extended IoT Framework" learning part is presented with a use case on weather data clustering analysis. Sensor faults and anomalies are determined using K-means clustering (using scikit-learn)

joint_cfo_channel_camsap_2017 icon joint_cfo_channel_camsap_2017

This directory contains all the codes required to reproduce the results in our CAMSAP 2017 paper titled "Joint CFO and channel estimation in millimeter wave systems with one-bit ADCs"

kalman icon kalman

Adaptive Kalman filter in Golang

kalman-filters icon kalman-filters

Kalman filtering, also known as linear quadratic estimation (LQE), is an algorithm that uses a series of measurements observed over time, containing statistical noise and other inaccuracies, and produces estimates of unknown variables that tend to be more accurate than those based on a single measurement alone, by estimating a joint probability distribution over the variables for each timeframe. The filter is named after Rudolf E. Kálmán, one of the primary developers of its theory.

keras-oneclassanomalydetection icon keras-oneclassanomalydetection

[5 FPS - 150 FPS] Learning Deep Features for One-Class Classification (AnomalyDetection). Corresponds RaspberryPi3. Convert to Tensorflow, ONNX, Caffe, PyTorch. Implementation by Python + OpenVINO/Tensorflow Lite.

kmeans-algorithm icon kmeans-algorithm

Here I have uploaded two programmes, the first one named KMeans uses the sklearn library to implement a KMeans algorithm.Kmeans_scratch is implementation of kmeans from scratch.

kmeansamesize icon kmeansamesize

Applying a modified K-means algorithm with each cluster having the same size

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