Furthermore, future-generation codecs aim to address the growing demand for higher resolutions, immersive experiences, and bandwidth optimization. They will leverage cutting-edge techniques, including machine l
Custom Training Loops and Loss Functions for AI-Based Wireless Systems Train an autoencoder as an end-to-end simulation system. New Model-Free Training of AI-Based OFDM Wireless Systems Use a custom training loop and loss function for model-free training on an OFDM-based communications system....
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Due to space limit, we did not include the experimental results for the epistasis model, which will be included in the extended version of the work. Preliminaries Given the traditional encoding of genotypes as {0, 1, 2}, lots of techniques have been applied to the genetic trait prediction ...
Subjects were anesthetized with isoflurane (1–3%) in oxygen (1–2 l/min) and aligned on a stereotaxic frame (Kopf Instruments, Tujunga, CA). All surgeries were conducted using aseptic techniques in a sterile environment. Microinjections were performed with a 1 µl Neuros Hamilton syringe (...
The goal of this project is to use Natural Language Processing (NLP) techniques to analyze hotel reviews and gain insights into customer opinions and experiences to classify hotel reviews. nlp machine-learning numpy scikit-learn pandas seaborn pca logistic-regression matplotlib tf-idf decision-tree k...
In Sect. 3, we describe in detail common encoding approaches for categorical variables, as well as related techniques in database cleaning—record linkage, deduplication— and in natural language processing (NLP). Then, we propose in Sect. 4 a softer version of one-hot encoding, based on ...
Different techniques and model organisms have sometimes yielded opposing narratives that are difficult to explain. For example, human imaging studies have pointed to the co-existence of both appetitive and aversive signals within the NAc (Baliki et al., 2010, Delgado et al., 2008, Delgado et ...
The addition of peptide moieties to polypeptides to engender secretion or excretion, to improve stability and to facilitate purification, among others, are familiar and routine techniques in the art. A preferred fusion protein comprises a heterologous region from immunoglobulin that is useful to ...
The development of subunits and subunit analogs of the Bordetella exotoxin by recombinant DNA techniques provides vaccine products that retain their biological activity, are highly immunogenic, and can confer protection against disease challenge. Genetically-engineered modifications of the subunits can result...