Music Generation Using LSTM and Its Comparison with Traditional Method

نویسندگان

چکیده

The term music comes from the Greek translation “mousike” that stands for “the art of muses”. In layman terms, it is a sequential string sounds people like purpose entertainment, rejuvenation etc. intriguing part this research lies in ability machine to manipulate music. aim use given composition (MIDI File) generate further via extrapolation Long short-term memory (LSTM) which neural network used deep learning an d artificial intelligence, then increasing efficiency model using relation between training loss and number epochs finally comparing our LSTM traditional RNN model.

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

a comparison of teachers and supervisors, with respect to teacher efficacy and reflection

supervisors play an undeniable role in training teachers, before starting their professional experience by preparing them, at the initial years of their teaching by checking their work within the proper framework, and later on during their teaching by assessing their progress. but surprisingly, exploring their attributes, professional demands, and qualifications has remained a neglected theme i...

15 صفحه اول

Evaluation of Medical Student's Learning of Anatomical Subjects by Using a Compound Method and in Comparison with Traditional Method

Purpose: This study aimed to compare a new compound method and speech method (as the traditional method) in teaching anatomy.Materials and Methods: In this study, practical anatomy sessions are presented in two different methods. In the first method, based on traditional approach educational materials were shown on the cadaver, anatomical models, or bone. In the second method, each teaching ses...

متن کامل

Modelling High-Dimensional Sequences with LSTM-RTRBM: Application to Polyphonic Music Generation

We propose an automatic music generation demo based on artificial neural networks, which integrates the ability of Long Short-Term Memory (LSTM) in memorizing and retrieving useful history information, together with the advantage of Restricted Boltzmann Machine (RBM) in high dimensional data modelling. Our model can generalize to different musical styles and generate polyphonic music better tha...

متن کامل

Background Music Generation Using Music Texture Synthesis

This paper suggests a method to synthesize a long background music sequence from a given short music clip in real-time. The copies of input clip are placed with overlapped region, the length of which is computed by random or clip matching method. Based on pitch, rhythm and chord cut criteria, the cutting point of the two clips is computed within the overlapped region. As a result, the two clips...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Advances in transdisciplinary engineering

سال: 2022

ISSN: ['2352-751X', '2352-7528']

DOI: https://doi.org/10.3233/atde220793