M. Azizur Rahman

49 papers B 1C 19Journal 17Unranked 12
YearRankTypeTitle / Venue / Authors
2016 C conf
IAS
S. F. Rabbi, Maxwell L. Little, M. Azizur Rahman
2015 conf
CCECE
S. F. Rabbi, M. Azizur Rahman
2015 C conf
IAS
Saleh A. Saleh, A. S. Aljankawey, Rachid Errouissi, M. Azizur Rahman
2015 conf
CCECE
Adel Aktaibi, S. F. Rabbi, Glyn H. George, M. Azizur Rahman
2014 conf
CCECE
S. F. Rabbi, M. Azizur Rahman
2014 C conf
IAS
Azziddin M. Razali, M. Azizur Rahman, Nasrudin Abd. Rahim
2014 C conf
IAS
S. F. Rabbi, M. Halloran, T. LeDrew, A. Matchem, M. Azizur Rahman
2014 conf
CCECE
Nahidul Khan, S. F. Rabbi, Michael J. Hinchey, M. Azizur Rahman
2014 C conf
IECON
Azziddin M. Razali, M. Azizur Rahman, Nasrudin Abd. Rahim
2013 conf
CCECE
Nahidul Khan, S. F. Rabbi, Michael J. Hinchey, M. Azizur Rahman
2013 B conf
PIMRC
Aslinda Hassan, Mohamed H. Ahmed, M. Azizur Rahman
2013 C conf
IECON
Nahidul Khan, S. F. Rabbi, Michael J. Hinchey, M. Azizur Rahman
2013 C conf
IAS
Saleh A. Saleh, Razzaqul Ahshan, M. Azizur Rahman
2013 conf
CCECE
Adel Aktaibi, M. Azizur Rahman, Glyn H. George
2012 J jnl
IEEE Trans. Ind. Electron.
M. Azizur Rahman, Ali M. Osheiba, Kazumi Kurihara, M. A. Jabbar, Wooi Ping Hew, Kai Wang, Hossan Mohammad
2012 C conf
IAS
Azziddin M. Razali, M. Azizur Rahman, Glyn H. George
2012 C conf
IAS
Adel Aktaibi, M. Azizur Rahman, Azziddin M. Razali
2012 C conf
IAS
Saleh A. Saleh, M. Azizur Rahman
2012 conf
CCECE
Azziddin M. Razali, M. Azizur Rahman
2011 C conf
IAS
M. Abdesh S. K. Khan, M. Nasir Uddin, M. Azizur Rahman
2011 C conf
IAS
M. Abdesh S. K. Khan, M. Nasir Uddin, M. Azizur Rahman
2011 J jnl
IEEE Trans. Ind. Electron.
Saleh A. Saleh, Cecilia R. Moloney, M. Azizur Rahman
2011 C conf
IAS
Saleh A. Saleh, Razzaqul Ahshan, M. Azizur Rahman, M. S. Abu Khaizaran, B. Alsayed
2011 conf
CCECE
Aslinda Hassan, Mohamed H. Ahmed, M. Azizur Rahman
2010 C conf
IAS
Saleh A. Saleh, Benjamin Scaplen, M. Azizur Rahman
2010 C conf
IAS
K. Wang, M. Azizur Rahman, Jianxin Shen
2010 J jnl
IEEE Trans. Ind. Electron.
M. Abdesh S. K. Khan, M. Azizur Rahman
2009 J jnl
IEEE Trans. Ind. Electron.
M. Abdesh S. K. Khan, M. Azizur Rahman
2009 J jnl
IEEE Trans. Ind. Electron.
Saleh A. Saleh, Cecilia R. Moloney, M. Azizur Rahman
2009 C conf
IAS
M. Abdesh S. K. Khan, Michael J. Hinchey, M. Azizur Rahman
2009 conf
CCECE
M. Abdesh S. K. Khan, Glyn H. George, M. Azizur Rahman
2009 conf
CCECE
Saleh A. Saleh, M. Azizur Rahman
2008 C conf
IAS
M. Abdesh S. K. Khan, M. Azizur Rahman
2008 J jnl
IEEE Trans. Ind. Electron.
Akira Chiba, Daigo Akamatsu, Tadashi Fukao, M. Azizur Rahman
2008 C conf
IAS
Saleh A. Saleh, M. Azizur Rahman
2008 C conf
ICARCV
Saleh A. Saleh, M. Azizur Rahman
2007 J jnl
Control. Intell. Syst.
M. Nasir Uddin, T. S. Radwan, M. Azizur Rahman
2007 J jnl
IEEE Trans. Ind. Electron.
M. Nasir Uddin, M. Azizur Rahman
2006 J jnl
IEEE Trans. Ind. Electron.
Takahiro Tera, Yoshikazu Yamauchi, Akira Chiba, Tadashi Fukao, M. Azizur Rahman
2006 conf
CCECE
M. Abdesh S. K. Khan, Okan Ozgonenel, M. Azizur Rahman
2006 conf
CCECE
M. Abdesh S. K. Khan, T. S. Radwan, M. Azizur Rahman
2005 J jnl
IEEE Trans. Ind. Electron.
Zuo Zong Liu, Fang Lin Luo, M. Azizur Rahman
2000 J jnl
J. Adv. Comput. Intell. Intell. Informatics
M. Nasir Uddin, M. Azizur Rahman
1997 J jnl
IEEE Trans. Ind. Electron.
M. Azizur Rahman, Ruifeng Qin
1997 J jnl
IEEE Trans. Ind. Electron.
M. Azizur Rahman, T. S. Radwan, Ali M. Osheiba, A. E. Lashine
1997 J jnl
IEEE Trans. Ind. Electron.
M. Azizur Rahman, Ching Chuen Chan, Huaqian Wang
1996 J jnl
IEEE Trans. Ind. Electron.
M. Azizur Rahman, Ping Zhou
1996 J jnl
IEEE Trans. Ind. Electron.
Masahide Ooshima, Akira Chiba, Tadashi Fukao, M. Azizur Rahman
1996 J jnl
IEEE Trans. Ind. Electron.
M. Azizur Rahman
redb/extractors/macho_extractors/macho_similarity_hashes.py
← Index redb/extractors/macho_extractors/macho_similarity_hashes.py python
import inspect
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.macho_extractor import MachOExtractor


class MachOSimilarityHashExtractor(MachOExtractor):
    """Extract Mach-O similarity hashes using machofile API.

    Similarity hashes are MD5 fingerprints of sorted, deduplicated binary components:
    - dylib_hash: MD5 of dynamic library names
    - import_hash: MD5 of imported function names
    - export_hash: MD5 of exported symbol names
    - entitlement_hash: MD5 of entitlement names and array values
    - symhash: MD5 of external undefined symbols

    For FAT binaries:
    - Inserts one row per architecture slice with per-slice hashes
    - Inserts one row for the FAT container with combined hashes

    For single-arch binaries:
    - Inserts one row with that architecture's hashes

    Note: parent_sha256 and architecture relationships are tracked in redb_basic_properties,
    not duplicated here. Use JOIN with redb_basic_properties when needed.
    """

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

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

    def _extract_similarity_hashes(self, arch_name=None):
        """Extract similarity hashes for a specific architecture."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        if not self.macho:
            return None

        try:
            similarity_hashes = self.macho.get_similarity_hashes(arch=arch_name)
            return similarity_hashes if similarity_hashes else None
        except Exception as e:
            self.log.error(f"Error extracting similarity hashes for arch {arch_name}: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            if not self.macho:
                return None

            architectures = self.macho.get_architectures()
            if not architectures:
                return None

            if len(architectures) > 1:
                # FAT binary - return combined hashes + per-arch hashes
                results = []

                # First add combined hashes for the FAT container
                all_hashes = self.macho.get_similarity_hashes()
                combined_hashes = all_hashes.get('combined', {}) if all_hashes else {}
                if combined_hashes:
                    combined_hashes['arch_identifier'] = 'fat'
                    results.append(combined_hashes)

                # Then add per-arch hashes
                for arch_name in architectures:
                    hashes = self._extract_similarity_hashes(arch_name)
                    if hashes:
                        hashes['arch_identifier'] = arch_name
                        results.append(hashes)
                return results
            else:
                # Single architecture - return single result
                return self._extract_similarity_hashes(architectures[0])
        except Exception as e:
            self.log.error(f"Error extracting similarity hashes: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            if not self.macho:
                return None

            try:
                architectures = self.macho.get_architectures()
                is_fat = len(architectures) > 1
            except Exception as e:
                self.log.error(f"Could not get architectures: {e}")
                return None

            data = []
            current_time = datetime.now(timezone.utc)

            # For FAT binaries, first insert a row for the container with combined hashes
            if is_fat:
                all_hashes = self.macho.get_similarity_hashes()  # Without arch returns all including 'combined'
                combined_hashes = all_hashes.get('combined', {}) if all_hashes else {}
                if combined_hashes:
                    data.append([
                        self.sha256,                                    # sha256 (FAT container)
                        combined_hashes.get('dylib_hash'),              # dylib_hash
                        combined_hashes.get('import_hash'),             # import_hash
                        combined_hashes.get('export_hash'),             # export_hash
                        combined_hashes.get('entitlement_hash'),        # entitlement_hash
                        combined_hashes.get('symhash'),                 # symhash
                        current_time,                                   # analysis_date
                    ])

            # Insert rows for each architecture slice
            for arch_name in architectures:
                # Get architecture-specific sha256
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific sha256 for {arch_name}: {e}")
                    arch_sha256 = self.sha256

                # Get similarity hashes for this architecture
                similarity_hashes = self._extract_similarity_hashes(arch_name)
                if not similarity_hashes:
                    continue

                data.append([
                    arch_sha256,                                    # sha256 (arch-specific)
                    similarity_hashes.get('dylib_hash'),            # dylib_hash
                    similarity_hashes.get('import_hash'),           # import_hash
                    similarity_hashes.get('export_hash'),           # export_hash
                    similarity_hashes.get('entitlement_hash'),      # entitlement_hash
                    similarity_hashes.get('symhash'),               # symhash
                    current_time,                                   # analysis_date
                ])

            if not data:
                return None

            column_names = [
                'sha256',
                'macho_dylib_hash', 'macho_import_hash', 'macho_export_hash',
                'macho_entitlement_hash', 'macho_symhash',
                'analysis_date'
            ]

            column_type_names = [
                'FixedString(64)',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

        return None

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