Rami N. Khushaba

70 papers A 1B 5C 4Misc 3Journal 29Unranked 27
YearRankTypeTitle / Venue / Authors
2026 J jnl
IEEE Trans. Biomed. Eng.
Frank Kulwa, Pengrui Tai, Doreen Sebastian Sarwatt, Mojisola Grace Asogbon, Rami N. Khushaba, Tolulope Tofunmi Oyemakinde, Sunday Timothy Aboyeji, Guanglin Li, Oluwarotimi Williams Samuel, Yongcheng Li
2024 J jnl
IEEE Trans. Hum. Mach. Syst.
Frank Kulwa, Haoshi Zhang, Oluwarotimi Williams Samuel, Mojisola Grace Asogbon, Erik J. Scheme, Rami N. Khushaba, Alistair A. McEwan, Guanglin Li
2024 conf
EMBC
Oluwarotimi Williams Samuel, Mojisola Grace Asogbon, Frank Kulwa, Alistair A. McEwan, Sunday Timothy Aboyeji, Rami N. Khushaba, Peng Fang, Guanglin Li
2024 conf
EMBC
Rami N. Khushaba, Oluwarotimi Williams Samuel, Ali H. Al-Timemy, Guanglin Li
2024 J jnl
Sensors
Andrea Tigrini, Rami Mobarak, Alessandro Mengarelli, Rami N. Khushaba, Ali H. Al-Timemy, Federica Verdini, Ennio Gambi, Sandro Fioretti, Laura Burattini
2023 conf
SSP
Adel Al-Jumaily, Rami N. Khushaba
2023 conf
EMBC
Ahmed A. Al Taee, Rami N. Khushaba, Tanveer A. Zia, Adel Al-Jumaily
2023 conf
EMBC
Ali H. Al-Timemy, Youssef Serrestou, Slim Yacoub, Kosai Raoof, Rami N. Khushaba
2023 J jnl
IEEE Trans. Biomed. Eng.
Oluwarotimi Williams Samuel, Mojisola Grace Asogbon, Rami N. Khushaba, Frank Kulwa, Guanglin Li
2022 C conf
ICARCV
Mehala Balamurali, Andrew John Hill, Javier Martinez, Rami N. Khushaba, Liyang Liu, Najmeh Kamyabpour, Ehsan Mihankhah
2022 J jnl
CoRR
Rami N. Khushaba, Arman Melkumyan, Andrew J. Hill
2022 J jnl
IEEE Access
Ahmad A. Al-Taee, Seyedehmarzieh Hosseini, Rami N. Khushaba, Tanveer A. Zia, Chin-Teng Lin, Adel Al-Jumaily
2022 Misc conf
AI
Ahmad A. Al-Taee, Rami N. Khushaba, Tanveer A. Zia, Adel Al-Jumaily
2022 J jnl
IEEE Access
Ali H. Al-Timemy, Youssef Serrestou, Rami N. Khushaba, Slim Yacoub, Kosai Raoof
2022 Misc conf
AI
Liyang Liu, Mehala Balamurali, Katherine L. Silversides, Rami N. Khushaba
2022 J jnl
CoRR
Oluwarotimi Williams Samuel, Mojisola Grace Asogbon, Rami N. Khushaba, Frank Kulwa, Guanglin Li
2022 J jnl
IEEE Trans. Hum. Mach. Syst.
Rami N. Khushaba, Ali H. Al-Timemy, Oluwarotimi Williams Samuel, Erik J. Scheme
2022 Misc conf
AI
Oliver Fleming, Adrian Ball, Rami N. Khushaba
2022 J jnl
IEEE Robotics Autom. Lett.
Rami N. Khushaba, Andrew John Hill
2022 J jnl
CoRR
Rami N. Khushaba, Andrew J. Hill
2022 conf
EMBC
Ahmed A. Al Taee, Rami N. Khushaba, Tanveer A. Zia, Adel Al-Jumaily
2021 J jnl
Expert Syst. Appl.
Rami N. Khushaba, Erik J. Scheme, Ali H. Al-Timemy, Angkoon Phinyomark, Ahmed A. Al Taee, Adel Al-Jumaily
2021 conf
EMBC
Ahmed A. Al Taee, Rami N. Khushaba, Tanveer A. Zia, Adel Al-Jumaily
2021 conf
EMBC
Milad Jabbari, Rami N. Khushaba, Kianoush Nazarpour
2021 J jnl
IEEE Robotics Autom. Lett.
Rami N. Khushaba, Kianoush Nazarpour
2020 conf
EMBC
Abderrazak Chahid, Rami N. Khushaba, Adel Al-Jumaily, Taous-Meriem Laleg-Kirati
2020 J jnl
CoRR
Ali H. Al-Timemy, Rami N. Khushaba, Zahraa M. Mosa, Javier Escudero
2020 conf
EMBC
Milad Jabbari, Rami N. Khushaba, Kianoush Nazarpour
2020 conf
EMBC
Ahmed A. Al Taee, Rami N. Khushaba, Ali H. Al-Timemy, Adel Al-Jumaily
2020 J jnl
IEEE Trans. Artif. Intell.
Rami N. Khushaba, Angkoon Phinyomark, Ali H. Al-Timemy, Erik J. Scheme
2019 conf
NER
Evan Campbell, Angkoon Phinyomark, Ali H. Al-Timemy, Rami N. Khushaba, Giovanni Petri, Erik J. Scheme
2019 conf
EMBC
Ahmed A. Al Taee, Rami N. Khushaba, Adel Al-Jumaily
2018 conf
EMBC
Carolina Silveira, Emma Brunton, Rami N. Khushaba, Kianoush Nazarpour
2018 J jnl
Sensors
Angkoon Phinyomark, Rami N. Khushaba, Erik J. Scheme
2018 conf
EMBC
Rami N. Khushaba, Agamemnon Krasoulis, Adel Al-Jumaily, Kianoush Nazarpour
2017 conf
EMBC
Rami N. Khushaba, Jeff Armitstead, Klaus Schindhelm
2016 B conf
IJCNN
Ahmed Al-Ani, Irena Koprinska, Ganesh R. Naik, Rami N. Khushaba
2016 conf
SSCI
Rami N. Khushaba, Ahmed Al-Ani, Ali Al-Timemy, Adel Al-Jumaily
2016 J jnl
Expert Syst. Appl.
Rami N. Khushaba, Ali Al-Timemy, Sarath Kodagoda, Kianoush Nazarpour
2016 conf
EMBC
Rami N. Khushaba, Ali Al-Timemy, Ahmed Al-Ani, Adel Al-Jumaily
2016 conf
EMBC
Ali Al-Timemy, Rami N. Khushaba, Javier Escudero
2015 conf
EMBC
Rami N. Khushaba, Ali Al-Timemy, Sarath Kodagoda
2014 J jnl
Neural Networks
Rami N. Khushaba, Maen Takruri, Jaime Valls Miró, Sarath Kodagoda
2013 J jnl
Expert Syst. Appl.
Rami N. Khushaba, Chelsea Wise, Sarath Kodagoda, Jordan J. Louviere, Barbara E. Kahn, Claudia Townsend
2013 J jnl
Swarm Evol. Comput.
Ahmed Al-Ani, Akram AlSukker, Rami N. Khushaba
2013 J jnl
Comput. Methods Programs Biomed.
Rami N. Khushaba, Sarath Kodagoda, Dikai Liu, Gamini Dissanayake
2013 conf
EMBC
Khairul Anam, Rami N. Khushaba, Adel Al-Jumaily
2013 J jnl
Fuzzy Sets Syst.
Rami N. Khushaba, Sarath Kodagoda, Sara Lal, Gamini Dissanayake
2012 conf
AMLTA
Ahmed Al-Ani, Rami N. Khushaba
2012 B conf
IJCNN
Rami N. Khushaba, Sarath Kodagoda, Gamini Dissanayake, Luke Greenacre, Sandra Burke, Jordan J. Louviere
2012 C conf
ICARCV
Lei Shi, Rami N. Khushaba, Sarath Kodagoda, Gamini Dissanayake
2012 J jnl
Expert Syst. Appl.
Rami N. Khushaba, Luke Greenacre, Sarath Kodagoda, Jordan J. Louviere, Sandra Burke, Gamini Dissanayake
2012 C conf
ICARCV
Rami N. Khushaba, Sarath Kodagoda
2012 conf
ISCIT
Rami N. Khushaba, Lei Shi, Sarath Kodagoda
2012 J jnl
Expert Syst. Appl.
Rami N. Khushaba, Sarath Kodagoda, Maen Takruri, Gamini Dissanayake
2012 C conf
ICARCV
Shifeng Wang, Rami N. Khushaba, Sarath Kodagoda
2011 J jnl
IEEE Trans. Biomed. Eng.
Rami N. Khushaba, Sarath Kodagoda, Sara Lal, Gamini Dissanayake
2011 J jnl
Expert Syst. Appl.
Rami N. Khushaba, Ahmed Al-Ani, Adel Al-Jumaily
2011 A conf
IROS
Rami N. Khushaba, Sarath Kodagoda, Sara Lal, Gamini Dissanayake
2010
Rami N. Khushaba
2010 B conf
SMC
Akram AlSukker, Rami N. Khushaba, Ahmed Al-Ani
2010 J jnl
IEEE Trans. Biomed. Eng.
Rami N. Khushaba, Ahmed Al-Ani, Adel Al-Jumaily
2010 B conf
ICPR
Rami N. Khushaba, Rosalind Elliott, Akram AlSukker, Ahmed Al-Ani, Sharon McKinley
2010 conf
ANNPR
Rami N. Khushaba, Ahmed Al-Ani, Adel Al-Jumaily
2009 J jnl
J. Intell. Fuzzy Syst.
Rami N. Khushaba, Akram AlSukker, Ahmed Al-Ani, Adel Al-Jumaily, Albert Y. Zomaya
2009 J jnl
Pattern Recognit. Lett.
Rami N. Khushaba, Adel Al-Jumaily, Ahmed Al-Ani
2008 conf
ANTS Conference
Rami N. Khushaba, Ahmed Al-Ani, Akram AlSukker, Adel Al-Jumaily
2008 conf
Australasian Conference on Artificial Intelligence
Rami N. Khushaba, Ahmed Al-Ani, Adel Al-Jumaily, Hung T. Nguyen
2008 B conf
ICPR
Rami N. Khushaba, Ahmed Al-Ani, Adel Al-Jumaily
2008 conf
ICONIP (1)
Rami N. Khushaba, Ahmed Al-Ani, Adel Al-Jumaily
tests/conftest.py
← Index tests/conftest.py python
"""
Pytest configuration and shared fixtures for REDB unit tests.
"""
import os
import sys
import pytest
import logging
import tempfile
import hashlib
from unittest.mock import Mock, MagicMock, patch
from pathlib import Path

# Add the project root to the path
sys.path.insert(0, str(Path(__file__).parent.parent))

# Test files directory
TEST_FILES_DIR = Path(__file__).parent.parent / "test_files"


# ============================================================================
# Logger Fixtures
# ============================================================================

@pytest.fixture
def mock_logger():
    """Create a mock logger for testing."""
    logger = Mock()
    logger.debug = Mock()
    logger.info = Mock()
    logger.warning = Mock()
    logger.error = Mock()
    return logger


@pytest.fixture
def real_logger():
    """Create a real logger for testing with debug output."""
    logger = logging.getLogger("test_logger")
    logger.setLevel(logging.DEBUG)
    if not logger.handlers:
        handler = logging.StreamHandler()
        handler.setLevel(logging.DEBUG)
        formatter = logging.Formatter('%(levelname)s - %(message)s')
        handler.setFormatter(formatter)
        logger.addHandler(handler)
    return logger


# ============================================================================
# Test Binary Files Fixtures
# ============================================================================

@pytest.fixture
def elf_binary_path():
    """Path to the ELF test binary."""
    path = TEST_FILES_DIR / "hello"
    if not path.exists():
        pytest.skip(f"Test file not found: {path}")
    return str(path)


@pytest.fixture
def elf_advanced_binary_path():
    """Path to the advanced ELF test binary."""
    path = TEST_FILES_DIR / "hello_advanced"
    if not path.exists():
        pytest.skip(f"Test file not found: {path}")
    return str(path)


@pytest.fixture
def pe_binary_path():
    """Path to the PE test binary (.NET PE)."""
    path = TEST_FILES_DIR / "d8637bdbcfc9112fcb1f0167b398e771"
    if not path.exists():
        pytest.skip(f"Test file not found: {path}")
    return str(path)


@pytest.fixture
def elf_binary_content(elf_binary_path):
    """Read the ELF test binary content."""
    with open(elf_binary_path, "rb") as f:
        return f.read()


@pytest.fixture
def pe_binary_content(pe_binary_path):
    """Read the PE test binary content."""
    with open(pe_binary_path, "rb") as f:
        return f.read()


# ============================================================================
# Temporary Files Fixtures
# ============================================================================

@pytest.fixture
def temp_binary_file():
    """Create a temporary binary file for testing."""
    with tempfile.NamedTemporaryFile(delete=False, suffix=".bin") as f:
        # Write some test data
        f.write(b"\x7fELF" + b"\x00" * 100 + b"test data")
        temp_path = f.name

    yield temp_path

    # Cleanup
    if os.path.exists(temp_path):
        os.unlink(temp_path)


@pytest.fixture
def temp_text_file():
    """Create a temporary text file for testing."""
    with tempfile.NamedTemporaryFile(delete=False, suffix=".txt", mode="w") as f:
        f.write("This is a test file with some text content.")
        temp_path = f.name

    yield temp_path

    # Cleanup
    if os.path.exists(temp_path):
        os.unlink(temp_path)


@pytest.fixture
def temp_pe_like_file():
    """Create a temporary file with PE-like header for testing."""
    with tempfile.NamedTemporaryFile(delete=False, suffix=".exe") as f:
        # MZ header
        f.write(b"MZ" + b"\x00" * 58)
        # e_lfanew pointing to PE header at offset 64
        f.write(b"\x40\x00\x00\x00")
        # PE signature at offset 64
        f.write(b"PE\x00\x00")
        # Minimal COFF header (20 bytes)
        f.write(b"\x4c\x01")  # Machine (i386)
        f.write(b"\x01\x00")  # NumberOfSections
        f.write(b"\x00" * 16)  # Rest of COFF header
        temp_path = f.name

    yield temp_path

    # Cleanup
    if os.path.exists(temp_path):
        os.unlink(temp_path)


# ============================================================================
# Mock Exporter Fixtures
# ============================================================================

@pytest.fixture
def mock_print_exporter(mock_logger):
    """Create a mock PrintExporter."""
    from redb.extractors.database_exporters import PrintExporter
    exporter = PrintExporter(mock_logger, "test_index")
    return exporter


@pytest.fixture
def mock_elasticsearch_exporter(mock_logger):
    """Create a mock ElasticsearchExporter with mocked client."""
    with patch('redb.settings.get_elasticsearch_client') as mock_client:
        mock_client.return_value = Mock()
        from redb.extractors.database_exporters import ElasticsearchExporter
        exporter = ElasticsearchExporter(mock_logger, "test_index")
        return exporter


@pytest.fixture
def mock_clickhouse_exporter(mock_logger):
    """Create a mock ClickHouseExporter with mocked client."""
    with patch('redb.settings.create_clickhouse_client') as mock_client:
        mock_client.return_value = Mock()
        from redb.extractors.database_exporters import ClickHouseExporter
        exporter = ClickHouseExporter(mock_logger, "test_index", client=Mock())
        return exporter


# ============================================================================
# Mock Settings Fixtures
# ============================================================================

@pytest.fixture
def mock_settings():
    """Mock the redb.settings module."""
    with patch.multiple(
        'redb.settings',
        ELASTIC_BINARIES_COLLECTION="test_collection",
        get_elasticsearch_client=Mock(return_value=Mock()),
        create_clickhouse_client=Mock(return_value=Mock()),
    ):
        yield


# ============================================================================
# Hash Fixtures
# ============================================================================

@pytest.fixture
def known_hashes(elf_binary_content):
    """Compute known hashes for the ELF test binary."""
    return {
        'md5': hashlib.md5(elf_binary_content).hexdigest(),
        'sha1': hashlib.sha1(elf_binary_content).hexdigest(),
        'sha256': hashlib.sha256(elf_binary_content).hexdigest(),
    }


@pytest.fixture
def pe_known_hashes(pe_binary_content):
    """Compute known hashes for the PE test binary."""
    return {
        'md5': hashlib.md5(pe_binary_content).hexdigest(),
        'sha1': hashlib.sha1(pe_binary_content).hexdigest(),
        'sha256': hashlib.sha256(pe_binary_content).hexdigest(),
    }


# ============================================================================
# Sample Data Fixtures
# ============================================================================

@pytest.fixture
def sample_binary_data():
    """Sample binary data for entropy and hash testing."""
    return b"\x00\x01\x02\x03\x04\x05\x06\x07\x08\x09\x0a\x0b\x0c\x0d\x0e\x0f" * 16


@pytest.fixture
def high_entropy_data():
    """High entropy random-like data for testing."""
    import random
    random.seed(42)  # Reproducible
    return bytes(random.randint(0, 255) for _ in range(256))


@pytest.fixture
def low_entropy_data():
    """Low entropy repetitive data for testing."""
    return b"\x00" * 256


# ============================================================================
# PE Object Fixtures
# ============================================================================

@pytest.fixture
def pe_object(pe_binary_path):
    """Create a pefile PE object for testing."""
    import pefile
    try:
        pe = pefile.PE(pe_binary_path)
        yield pe
        pe.close()
    except Exception as e:
        pytest.skip(f"Failed to parse PE file: {e}")


# ============================================================================
# ELF Object Fixtures
# ============================================================================

@pytest.fixture
def elf_object(elf_binary_path):
    """Create an ELFFile object for testing."""
    from elftools.elf.elffile import ELFFile
    try:
        with open(elf_binary_path, 'rb') as f:
            elf = ELFFile(f)
            # We need to keep the file open for ELFFile to work
            yield elf
    except Exception as e:
        pytest.skip(f"Failed to parse ELF file: {e}")


# ============================================================================
# Dataclass Fixtures
# ============================================================================

@pytest.fixture
def sample_hash_dataclass():
    """Create a sample Hash dataclass."""
    from redb.models.dataclasses import Hash
    return Hash(
        md5="d41d8cd98f00b204e9800998ecf8427e",
        sha1="da39a3ee5e6b4b0d3255bfef95601890afd80709",
        sha256="e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855"
    )


@pytest.fixture
def sample_hashes_dataclass():
    """Create a sample Hashes dataclass."""
    from redb.models.dataclasses import Hashes
    return Hashes(
        md5="d41d8cd98f00b204e9800998ecf8427e",
        sha1="da39a3ee5e6b4b0d3255bfef95601890afd80709",
        sha256="e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
        ssdeep_hash="3::",
        tlsh_hash=""
    )


@pytest.fixture
def sample_basic_properties():
    """Create a sample BasicProperties dataclass."""
    from redb.models.dataclasses import BasicProperties
    return BasicProperties(
        filename="test.exe",
        sample_name="test.exe",
        filesize=1024,
        filetype="PE32 executable",
        filetype_mime="application/x-dosexec",
        filetype_magika="pebin",
        file_entropy=6.5
    )


# ============================================================================
# Utility Functions for Tests
# ============================================================================

def compute_entropy(data):
    """Compute entropy of data for verification in tests."""
    import math
    from collections import Counter

    if not data:
        return 0.0

    if isinstance(data, str):
        counts = Counter(data)
        frequencies = (i / len(data) for i in counts.values())
        return -sum(f * math.log(f, 2) for f in frequencies)
    else:
        occurrences = Counter(bytearray(data))
        entropy = 0
        for x in occurrences.values():
            p_x = float(x) / len(data)
            entropy -= p_x * math.log(p_x, 2)
        return entropy


# Make the function available as a fixture
@pytest.fixture
def entropy_calculator():
    """Return the entropy calculation function."""
    return compute_entropy


# ============================================================================
# Skip Markers
# ============================================================================

# Mark tests that require external tools
requires_die = pytest.mark.skipif(
    not os.path.exists("/usr/bin/diec") and not os.path.exists("/usr/local/bin/diec"),
    reason="Detect It Easy (diec) not installed"
)

requires_capa = pytest.mark.skipif(
    not os.path.exists("/usr/bin/capa") and not os.path.exists("/usr/local/bin/capa"),
    reason="capa not installed"
)

requires_floss = pytest.mark.skipif(
    not os.path.exists("/usr/bin/floss") and not os.path.exists("/usr/local/bin/floss"),
    reason="floss not installed"
)