Natalia D. Nikolova

21 papers Journal 13Unranked 4
YearRankTypeTitle / Venue / Authors
2022 ch.
Advances in Intelligent Systems Research and Innovation
Kiril Tenekedjiev, Natalia D. Nikolova, Guixin Fan, Mark Symes, Oanh Nguyen
2021 J jnl
Int. J. Fuzzy Syst.
Kiril Tenekedjiev, Natalia D. Nikolova, Rosa M. Rodríguez, Kaoru Hirota
2021 J jnl
Int. J. Fuzzy Syst.
Natalia D. Nikolova, Rosa M. Rodríguez, Mark Symes, Daniela Toneva, Krasimir Kolev, Kiril Tenekedjiev
2020 J jnl
J. Adv. Comput. Intell. Intell. Informatics
Tzu Yang Loh, Mario Brito, Neil Bose, Jingjing Xu, Natalia D. Nikolova, Kiril Tenekedjiev
2020 conf
IEEE Conf. on Intelligent Systems
Natalia D. Nikolova, Daniela Toneva, Yulian Tsonev, Blake Burgess, Kiril Tenekedjiev
2020 conf
IEEE Conf. on Intelligent Systems
Natalia D. Nikolova, Guixin Fan, Mark Symes, Kiril Tenekedjiev
2019 J jnl
Int. J. Gen. Syst.
Jane Cullum, Natalia D. Nikolova, Kiril Tenekedjiev
2019 J jnl
Int. J. Comput. Intell. Syst.
Natalia D. Nikolova, Plamen Panayotov, Daniela Panayotova, Snejana D. Ivanova, Kiril Tenekedjiev
2015 J jnl
Int. J. Comput. Intell. Syst.
Natalia D. Nikolova, Shuhong Chai, Snejana D. Ivanova, Krasimir Kolev, Kiril Tenekedjiev
2014 ch.
Human-Centric Decision-Making Models for Social Sciences
Natalia D. Nikolova, Snejana D. Ivanova, Kiril Tenekedjiev
2014 ch.
Soft Computing for Business Intelligence
Natalia D. Nikolova, Kiril Tenekedjiev
2010 conf
IEEE Conf. of Intelligent Systems
Natalia D. Nikolova, Daniela Toneva, I. Ginchev, Kiril Tenekedjiev
2010 J jnl
Int. J. Gen. Syst.
Natalia D. Nikolova, Kiril Tenekedjiev
2010 J jnl
Int. J. Intell. Syst.
D. Dimitrakiev, Natalia D. Nikolova, Kiril Tenekedjiev
2010 conf
IEEE Conf. of Intelligent Systems
Natalia D. Nikolova, Kiril Tenekedjiev
2008 ch.
Intelligent Techniques and Tools for Novel System Architectures
Kiril Tenekedjiev, Natalia D. Nikolova, Carlos A. Kobashikawa, Kaoru Hirota
2008 J jnl
Fuzzy Optim. Decis. Mak.
Kiril Tenekedjiev, Natalia D. Nikolova
2008 J jnl
Int. J. Gen. Syst.
Kiril Tenekedjiev, Natalia D. Nikolova
2006 J jnl
J. Adv. Comput. Intell. Intell. Informatics
Kiril Tenekedjiev, Carlos A. Kobashikawa, Natalia D. Nikolova, Kaoru Hirota
2005 J jnl
J. Adv. Comput. Intell. Intell. Informatics
Natalia D. Nikolova, Aleksei Shulus, Daniela Toneva, Kiril Tenekedjiev
2005 J jnl
J. Adv. Comput. Intell. Intell. Informatics
Kiril Tenekedjiev, Anastas Krushev, Natalia D. Nikolova
redb/extractors/pe_extractors/pe_resources.py
← Index redb/extractors/pe_extractors/pe_resources.py python
from hashlib import sha256
import inspect
from datetime import datetime, timezone
from typing import Any

import magic
from magika import Magika
import pefile
from pefile import UnicodeStringWrapperPostProcessor

from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PEResource


class PEResourceExtractor(PEExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.elastic_index = self.index_prefix + "-pe_resources"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def tag(self):
        return Tag.PE_RESOURCE.value

    def _extract_resources(self):
        """
        Returns:
        resources: a list of dictionaries, one per each resources type found.
                    each dictionary the key represents the name of the content,
                    which is the value itself.
                    Empty list if no resources present.
        """
        self.log.debug(inspect.currentframe().f_code.co_name)
        resources_list = []
        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_RESOURCE"):
                for resource_type in self.pe.DIRECTORY_ENTRY_RESOURCE.entries:
                    # if resource_type.name is not None:
                    #     name = resource_type.name
                    # else:
                    #     name = pefile.RESOURCE_TYPE.get(resource_type.struct.Id)
                    # if not name:
                    #     name = resource_type.struct.Id
                    name = (
                        resource_type.name
                        if resource_type.name is not None
                        else pefile.RESOURCE_TYPE.get(resource_type.struct.Id)
                    )
                    if isinstance(name, UnicodeStringWrapperPostProcessor):
                        name = name.decode()
                    try:
                        if hasattr(resource_type, "directory"):
                            for resource_id in resource_type.directory.entries:
                                if hasattr(resource_id, "directory"):
                                    for resource_lang in resource_id.directory.entries:
                                        rsrc_data = self.pe.get_data(
                                            resource_lang.data.struct.OffsetToData,
                                            resource_lang.data.struct.Size,
                                        )
                                        file_type = magic.from_buffer(rsrc_data)
                                        magik = Magika().identify_bytes(rsrc_data).output.label

                                        rsrc_entropy = (
                                            "%.2f"
                                            % pefile.SectionStructure.entropy_H(
                                                self.pe, rsrc_data
                                            )
                                        )
                                        rsrc_sha256 = sha256(rsrc_data).hexdigest()
                                        lang = pefile.LANG.get(
                                            resource_lang.data.lang, "*unknown*"
                                        )
                                        sublang = pefile.get_sublang_name_for_lang(
                                            resource_lang.data.lang,
                                            resource_lang.data.sublang,
                                        )
                                        pe_resource = PEResource(
                                            _id=rsrc_sha256,
                                            resource_type=name,
                                            resource_entropy=rsrc_entropy,
                                            resource_sha256=rsrc_sha256,
                                            resource_filetype=file_type,
                                            resource_magika=magik,
                                            resource_language=lang,
                                            resource_rva=resource_lang.data.struct.OffsetToData,
                                            resource_size=resource_lang.data.struct.Size,
                                            resource_sub_lang=sublang,
                                        )
                                        resources_list.append(pe_resource)
                    except Exception as e:
                        self.log.warning(
                            f"Continue after Error in {self.hash.sha256}: {resource_type.name} "
                            f"Exception: {e}",
                            stack_info=True,
                        )
                        # resources_list.append({f"{e} - {resource_type.name}"})
                        continue
        except Exception as e:
            self.log.exception(
                f"Extract exports error {self.hash.sha256} Exception: {e}"
            )
        self.log.debug(f"Resource list {resources_list}")
        return resources_list

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            resources = self._extract_resources()
            # self.export_to_elastic(resources)  # Let the exporters handle this
            return resources
        except Exception as e:
            self.log.error(f"Extract resources error {self.hash.sha256} Exception: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            resources = self.extract()
            if resources is None:
                return None
            
            data = []
            current_time = datetime.now(timezone.utc)
            
            for resource in resources:
                data.append([
                    self.sha256,                    # sha256
                    self.md5,                       # md5
                    self.sha1,                      # sha1
                    resource.resource_type,         # resource_type
                    resource.resource_entropy,      # resource_entropy
                    resource.resource_sha256,       # resource_sha256
                    resource.resource_filetype,     # resource_filetype
                    resource.resource_magika,       # resource_magika
                    resource.resource_language,     # resource_language
                    resource.resource_sub_lang,     # resource_sub_lang
                    resource.resource_size,         # resource_size
                    resource.resource_rva,          # resource_rva
                    current_time                    # analysis_date
                ])
            
            column_names = [
                'sha256', 'md5', 'sha1', 'resource_type', 'resource_entropy',
                'resource_sha256', 'resource_filetype', 'resource_magika',
                'resource_language', 'resource_sub_lang', 'resource_size',
                'resource_rva', 'analysis_date'
            ]
            
            if not data:
                return None

            column_type_names = [
                'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                'LowCardinality(Nullable(String))', 'Float64',
                'FixedString(64)', 'LowCardinality(Nullable(String))', 'LowCardinality(Nullable(String))',
                'LowCardinality(Nullable(String))', 'LowCardinality(Nullable(String))', 'UInt64',
                'UInt64', 'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

    def get_clickhouse_table(self) -> str:
        return "redb_pe_resources"