COMPARATIVE CHARACTERISTICS OF KERAS AND LASAGNE MACHINE LEARNING PACKAGES

Name: Work Video:
Duration: 3 min 30 s
Description: A comparative analysis of the Lasagne and Keras computer libraries has been performed to construct convolutional neural networks used in image processing systems. The carried out researches have allowed to define their advantages and disadvantages that will allow to make to researchers the correct choice at the decision of applied problems.
В. М. Синеглазов; M. O. Omelchenko; V. P. Hotsyanivskyy
{'id': 'https://openalex.org/W2779169075', 'doi': 'https://doi.org/10.18372/1990-5548.53.12151', 'title': 'COMPARATIVE CHARACTERISTICS OF KERAS AND LASAGNE MACHINE LEARNING PACKAGES', 'display_name': 'COMPARATIVE CHARACTERISTICS OF KERAS AND LASAGNE MACHINE LEARNING PACKAGES', 'publication_year': 2017, 'publication_date': '2017-12-21', 'ids': {'openalex': 'https://openalex.org/W2779169075', 'doi': 'https://doi.org/10.18372/1990-5548.53.12151', 'mag': '2779169075'}, 'language': 'en', 'primary_location': {'is_oa': True, 'landing_page_url': 'https://doi.org/10.18372/1990-5548.53.12151', 'pdf_url': None, 'source': {'id': 'https://openalex.org/S4210227386', 'display_name': 'Electronics and Control Systems', 'issn_l': '1990-5548', 'issn': ['1990-5548'], 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/P4310322366', 'host_organization_name': 'National Aviation University', 'host_organization_lineage': ['https://openalex.org/P4310322366'], 'host_organization_lineage_names': ['National Aviation University'], 'type': 'journal'}, 'license': None, 'license_id': None, 'version': 'publishedVersion', 'is_accepted': True, 'is_published': True}, 'type': 'article', 'type_crossref': 'journal-article', 'indexed_in': ['crossref'], 'open_access': {'is_oa': True, 'oa_status': 'gold', 'oa_url': 'https://doi.org/10.18372/1990-5548.53.12151', 'any_repository_has_fulltext': True}, 'authorships': [{'author_position': 'first', 'author': {'id': 'https://openalex.org/A5113541710', 'display_name': 'В. М. Синеглазов', 'orcid': None}, 'institutions': [{'id': 'https://openalex.org/I90281761', 'display_name': 'National Aviation University', 'ror': 'https://ror.org/01f74x078', 'country_code': 'UA', 'type': 'education', 'lineage': ['https://openalex.org/I90281761']}], 'countries': ['UA'], 'is_corresponding': False, 'raw_author_name': 'V. M. Sineglazov', 'raw_affiliation_strings': ['National Aviation University, Kyiv'], 'affiliations': [{'raw_affiliation_string': 'National Aviation University, Kyiv', 'institution_ids': ['https://openalex.org/I90281761']}]}, {'author_position': 'middle', 'author': {'id': 'https://openalex.org/A5045620555', 'display_name': 'M. O. Omelchenko', 'orcid': None}, 'institutions': [{'id': 'https://openalex.org/I90281761', 'display_name': 'National Aviation University', 'ror': 'https://ror.org/01f74x078', 'country_code': 'UA', 'type': 'education', 'lineage': ['https://openalex.org/I90281761']}], 'countries': ['UA'], 'is_corresponding': False, 'raw_author_name': 'M. O. Omelchenko', 'raw_affiliation_strings': ['National Aviation University, Kyiv'], 'affiliations': [{'raw_affiliation_string': 'National Aviation University, Kyiv', 'institution_ids': ['https://openalex.org/I90281761']}]}, {'author_position': 'last', 'author': {'id': 'https://openalex.org/A5026545128', 'display_name': 'V. P. Hotsyanivskyy', 'orcid': 'https://orcid.org/0000-0003-0415-777X'}, 'institutions': [{'id': 'https://openalex.org/I90281761', 'display_name': 'National Aviation University', 'ror': 'https://ror.org/01f74x078', 'country_code': 'UA', 'type': 'education', 'lineage': ['https://openalex.org/I90281761']}], 'countries': ['UA'], 'is_corresponding': False, 'raw_author_name': 'V. P. Hotsyanivskyy', 'raw_affiliation_strings': ['National Aviation University, Kyiv'], 'affiliations': [{'raw_affiliation_string': 'National Aviation University, Kyiv', 'institution_ids': ['https://openalex.org/I90281761']}]}], 'institution_assertions': [], 'countries_distinct_count': 1, 'institutions_distinct_count': 1, 'corresponding_author_ids': [], 'corresponding_institution_ids': [], 'apc_list': None, 'apc_paid': None, 'fwci': 0.0, 'has_fulltext': True, 'fulltext_origin': 'pdf', 'cited_by_count': 1, 'citation_normalized_percentile': {'value': 0.414766, 'is_in_top_1_percent': False, 'is_in_top_10_percent': False}, 'cited_by_percentile_year': {'min': 63, 'max': 71}, 'biblio': {'volume': '3', 'issue': '53', 'first_page': None, 'last_page': None}, 'is_retracted': False, 'is_paratext': False, 'primary_topic': {'id': 'https://openalex.org/T14470', 'display_name': 'Advanced Data Processing Techniques', 'score': 0.9381, 'subfield': {'id': 'https://openalex.org/subfields/2207', 'display_name': 'Control and Systems Engineering'}, 'field': {'id': 'https://openalex.org/fields/22', 'display_name': 'Engineering'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}, 'topics': [{'id': 'https://openalex.org/T14470', 'display_name': 'Advanced Data Processing Techniques', 'score': 0.9381, 'subfield': {'id': 'https://openalex.org/subfields/2207', 'display_name': 'Control and Systems Engineering'}, 'field': {'id': 'https://openalex.org/fields/22', 'display_name': 'Engineering'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}, {'id': 'https://openalex.org/T13608', 'display_name': 'Advanced Computational Techniques in Science and Engineering', 'score': 0.9233, 'subfield': {'id': 'https://openalex.org/subfields/1710', 'display_name': 'Information Systems'}, 'field': {'id': 'https://openalex.org/fields/17', 'display_name': 'Computer Science'}, 'domain': {'id': 'https://openalex.org/domains/3', 'display_name': 'Physical Sciences'}}], 'keywords': [], 'concepts': [{'id': 'https://openalex.org/C2780801425', 'wikidata': 'https://www.wikidata.org/wiki/Q5164392', 'display_name': 'Construct (python library)', 'level': 2, 'score': 0.7321789}, {'id': 'https://openalex.org/C81363708', 'wikidata': 'https://www.wikidata.org/wiki/Q17084460', 'display_name': 'Convolutional neural network', 'level': 2, 'score': 0.7072446}, {'id': 'https://openalex.org/C41008148', 'wikidata': 'https://www.wikidata.org/wiki/Q21198', 'display_name': 'Computer science', 'level': 0, 'score': 0.63834095}, {'id': 'https://openalex.org/C154945302', 'wikidata': 'https://www.wikidata.org/wiki/Q11660', 'display_name': 'Artificial intelligence', 'level': 1, 'score': 0.5876372}, {'id': 'https://openalex.org/C119857082', 'wikidata': 'https://www.wikidata.org/wiki/Q2539', 'display_name': 'Machine learning', 'level': 1, 'score': 0.5027778}, {'id': 'https://openalex.org/C199360897', 'wikidata': 'https://www.wikidata.org/wiki/Q9143', 'display_name': 'Programming language', 'level': 1, 'score': 0.055345535}], 'mesh': [], 'locations_count': 3, 'locations': [{'is_oa': True, 'landing_page_url': 'https://doi.org/10.18372/1990-5548.53.12151', 'pdf_url': None, 'source': {'id': 'https://openalex.org/S4210227386', 'display_name': 'Electronics and Control Systems', 'issn_l': '1990-5548', 'issn': ['1990-5548'], 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/P4310322366', 'host_organization_name': 'National Aviation University', 'host_organization_lineage': ['https://openalex.org/P4310322366'], 'host_organization_lineage_names': ['National Aviation University'], 'type': 'journal'}, 'license': None, 'license_id': None, 'version': 'publishedVersion', 'is_accepted': True, 'is_published': True}, {'is_oa': True, 'landing_page_url': 'http://er.nau.edu.ua/handle/NAU/32402', 'pdf_url': 'https://er.nau.edu.ua/bitstream/NAU/32402/1/Rozdil%205_%20106-111.pdf', 'source': {'id': 'https://openalex.org/S4306402258', 'display_name': 'Electronic Institutional Repository of the National Aviation University of Ukraine (National Aviation University, Ukraine)', 'issn_l': None, 'issn': None, 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/I90281761', 'host_organization_name': 'National Aviation University', 'host_organization_lineage': ['https://openalex.org/I90281761'], 'host_organization_lineage_names': ['National Aviation University'], 'type': 'repository'}, 'license': 'mit', 'license_id': 'https://openalex.org/licenses/mit', 'version': 'submittedVersion', 'is_accepted': False, 'is_published': False}, {'is_oa': True, 'landing_page_url': 'http://jrnl.nau.edu.ua/index.php/ESU/article/view/12151', 'pdf_url': 'https://jrnl.nau.edu.ua/index.php/ESU/article/download/12151/16266', 'source': {'id': 'https://openalex.org/S4306401384', 'display_name': 'Problems of a systemic approach to the economy enterprises (National Aviation University, Ukraine, Kyiv)', 'issn_l': None, 'issn': None, 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/I90281761', 'host_organization_name': 'National Aviation University', 'host_organization_lineage': ['https://openalex.org/I90281761'], 'host_organization_lineage_names': ['National Aviation University'], 'type': 'repository'}, 'license': 'cc-by', 'license_id': 'https://openalex.org/licenses/cc-by', 'version': 'submittedVersion', 'is_accepted': False, 'is_published': False}], 'best_oa_location': {'is_oa': True, 'landing_page_url': 'https://doi.org/10.18372/1990-5548.53.12151', 'pdf_url': None, 'source': {'id': 'https://openalex.org/S4210227386', 'display_name': 'Electronics and Control Systems', 'issn_l': '1990-5548', 'issn': ['1990-5548'], 'is_oa': True, 'is_in_doaj': False, 'is_core': False, 'host_organization': 'https://openalex.org/P4310322366', 'host_organization_name': 'National Aviation University', 'host_organization_lineage': ['https://openalex.org/P4310322366'], 'host_organization_lineage_names': ['National Aviation University'], 'type': 'journal'}, 'license': None, 'license_id': None, 'version': 'publishedVersion', 'is_accepted': True, 'is_published': True}, 'sustainable_development_goals': [{'display_name': 'Peace, justice, and strong institutions', 'score': 0.52, 'id': 'https://metadata.un.org/sdg/16'}], 'grants': [], 'datasets': [], 'versions': [], 'referenced_works_count': 1, 'referenced_works': ['https://openalex.org/W2102994229'], 'related_works': ['https://openalex.org/W4386462264', 'https://openalex.org/W4364306694', 'https://openalex.org/W4312192474', 'https://openalex.org/W4306674287', 'https://openalex.org/W4283697347', 'https://openalex.org/W4210805261', 'https://openalex.org/W3170094116', 'https://openalex.org/W3107602296', 'https://openalex.org/W3046775127', 'https://openalex.org/W2961085424'], 'abstract_inverted_index': {'A': [0], 'comparative': [1], 'analysis': [2], 'of': [3, 48], 'the': [4, 42, 46], 'Lasagne': [5], 'and': [6, 33], 'Keras': [7], 'computer': [8], 'libraries': [9], 'has': [10], 'been': [11], 'performed': [12], 'to': [13, 29, 38, 40], 'construct': [14], 'convolutional': [15], 'neural': [16], 'networks': [17], 'used': [18], 'in': [19], 'image': [20], 'processing': [21], 'systems.': [22], 'The': [23], 'carried': [24], 'out': [25], 'researches': [26], 'have': [27], 'allowed': [28], 'define': [30], 'their': [31], 'advantages': [32], 'disadvantages': [34], 'that': [35], 'will': [36], 'allow': [37], 'make': [39], 'researchers': [41], 'correct': [43], 'choice': [44], 'at': [45], 'decision': [47], 'applied': [49], 'problems.': [50]}, 'cited_by_api_url': 'https://api.openalex.org/works?filter=cites:W2779169075', 'counts_by_year': [{'year': 2022, 'cited_by_count': 1}], 'updated_date': '2025-01-06T11:37:30.546407', 'created_date': '2018-01-05'}
Publication Information

Basic Information

Access and Citation

AI Researcher Chatbot

Primary Location

Authors

Topics

Keywords

Related Works
