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SimTrip: Modelling trip similarity for travel recommendations
Ankur Mawandia works as a part of data analytics team, Business Intelligence Unit at Amadeus Labs Bangalore. He has completed his M.S in Artificial Intelligence from Technical University of Kaiserslautern, Germany. His research interests include choice modeling, prediction systems, and activity recognition.
Deepak Sunil works as a Business Analyst for Business Intelligence Unit in aviation sector at Amadeus Labs Bangalore
Shashwat Sharma works as a Data Engineer for Business Intelligence Unit in aviation sector at Amadeus Labs Bangalore
Deepak Sunil works as a Data Engineer for Business Intelligence Unit in aviation sector at Amadeus Labs BangaloreIdeas Fair (Visual Papers)SimTrip: Modelling trip similarity for travel recommendations Proposing presonalized travel recommendations using trip similarity and reinforcement learning Abstract In this paper, we present a self-adaptive model to make personalized trip recommendations. We train our model on 100 city pair locations using a heuristic approach for city pair similarities. We find trip similarity on any origin-destination combinations, allowing us to make personalised relevant recommendations. We use publically available economic, geographic, climate and demographics data as an input to our model. The similarity score is updated on user feedback to capture trend and seasonality for model updates. We discuss the calibration methods to tune the recommendation model and suggest evaluation techniques. We also present use case scenarios for our model
Respiratory health impacts in the entertainment industry from exposure to theatrical smokes and fogs
The potential for respiratory health impacts from exposure to theatrical smokes and fogs (glycol or mineral oil aerosols) in the entertainment industry has raised concern among employees and performers and given rise to compensation claims. One hundred and one entertainment industry workers in British Columbia were studied in live theatre, film production, music concerts and other venues where theatrical smokes and fogs was used on the study day. Sites consisted of a convenience sample and participation was greater than 70%. An American Thoracic Society based questionnaire with additional questions on skin and voice symptoms and exposure history was used to assess chronic effects. Cross-shift spirometry, an acute symptoms questionnaire and exposure monitoring on the study day were used in assessing effects from acute exposure. Monitoring data and histories were used in estimating cumulative exposure to theatrical smokes and fogs over the past 2 years. Compared to controls, the entertainment industry group had reduced FEV1 (p<0.05), and increased dyspnea (p<0.05), work-related chest tightness (p<0.05), work-related sneezing (p<0.05) and work-related nasal symptoms (p<0.05). For the entertainment industry group only, internal multivariable analysis to assess symptom relationships to cumulative exposure over the past 2 years (1000 mg/m3-hrs) showed the following for work-related symptoms (OR, 95% CI): cough. 1.8 (1.1, 3.1), phlegm 2.4 (1.1, 5.3), wheezing 1.4 (0.9, 2.1), chest tightness 1.2 (0.8, 1.9), nasal symptoms 0.9 (0.7,1.3), and skin rashes 1.2 (0.7, 2.1). Glycol-based theatrical smoke was associated with acute symptoms as follows (OR, 95%CI): cough 2.7 (0.5, 14.5), chest 2.0 (0.6, 6.7), 2 or more nose/throat/voice 2.4 (0.5, 9.7), dryness 4.9 (1.7, 13.8), central nervous system 3.9 (1.4, 11.3), and irritative eye 3.2 (1.0, 10.6). No significant associations were found between cumulative exposure and FVC and FEV1. However, percent FEV1/FVC was significantly associated with cumulative exposure (B=1.17, p<0.05). For cross-shift lung function changes mineral oil-based theatrical smoke was negatively associated with FEV1 (B=-1.35, p=0.1). Overall, the results indicate that exposure to theatrical smokes and fogs is causing nonspecific respiratory irritation and increasing the risk for chronic airflow obstruction among BC entertainment industry employees.Medicine, Faculty ofPopulation and Public Health (SPPH), School ofGraduat
Positional Isomerism and Conformational Flexibility Directed Structural Variations in the Molecular Complexes of Dihydroxybenzoic Acids
Mutual disposition and conformational
preferences of functional
groups can induce variations in the nature and types of interactions
and hence the molecular arrangements in the rigid crystal environment.
We comprehensively analyzed this effect in a series of 13 (of which
9 are novel) (Khan et al. <i>Cryst. Growth Des.</i> <b>2009</b>, <i>9</i>, 2354–2362; Varughese et al. <i>Chem.Eur. J.</i> <b>2006</b>, <i>12</i>, 1597–1609) molecular complexes of positional isomers of
dihydroxybenzoic acid with <i>trans</i>-1,2-bis(4-pyridyl)ethene
and 1,2-bis(4-pyridyl)ethane. Seven of the complexes exist as salts,
with an observed carboxyl to pyridine heteroatom proton transfer,
which can be explained on the basis of Δp<i>K</i><sub>a</sub> analysis. In all the complexes, carboxyl/carboxylate functionalities
interact consistently with pyridine/pyridinium moieties. The −OH
groups, in contrast, are more versatile with the formation of diverse
interaction types: −OH···carboxyl (O–H···O),
−OH···carboxylate (O–H···O<sup>–</sup>), and −OH···pyridine (O–H···N)
hydrogen bonds. Hirshfeld surface analysis and computed interaction
energy values were utilized to determine the hierarchical ordering
of the interactions and further to highlight the significance of weak
interactions such as π···π and C–H···π
in structure stabilization. In ionic complexes, these secondary interactions
become more expressed, with an enhanced contribution from electrostatic
elements. The energetic bias toward the complex formation is evident
from the calculated cohesive energies of the complexes vis-à-vis
their parent components
Positional Isomerism and Conformational Flexibility Directed Structural Variations in the Molecular Complexes of Dihydroxybenzoic Acids
Mutual disposition and conformational
preferences of functional
groups can induce variations in the nature and types of interactions
and hence the molecular arrangements in the rigid crystal environment.
We comprehensively analyzed this effect in a series of 13 (of which
9 are novel) (Khan et al. <i>Cryst. Growth Des.</i> <b>2009</b>, <i>9</i>, 2354–2362; Varughese et al. <i>Chem.Eur. J.</i> <b>2006</b>, <i>12</i>, 1597–1609) molecular complexes of positional isomers of
dihydroxybenzoic acid with <i>trans</i>-1,2-bis(4-pyridyl)ethene
and 1,2-bis(4-pyridyl)ethane. Seven of the complexes exist as salts,
with an observed carboxyl to pyridine heteroatom proton transfer,
which can be explained on the basis of Δp<i>K</i><sub>a</sub> analysis. In all the complexes, carboxyl/carboxylate functionalities
interact consistently with pyridine/pyridinium moieties. The −OH
groups, in contrast, are more versatile with the formation of diverse
interaction types: −OH···carboxyl (O–H···O),
−OH···carboxylate (O–H···O<sup>–</sup>), and −OH···pyridine (O–H···N)
hydrogen bonds. Hirshfeld surface analysis and computed interaction
energy values were utilized to determine the hierarchical ordering
of the interactions and further to highlight the significance of weak
interactions such as π···π and C–H···π
in structure stabilization. In ionic complexes, these secondary interactions
become more expressed, with an enhanced contribution from electrostatic
elements. The energetic bias toward the complex formation is evident
from the calculated cohesive energies of the complexes vis-à-vis
their parent components
Positional Isomerism and Conformational Flexibility Directed Structural Variations in the Molecular Complexes of Dihydroxybenzoic Acids
Mutual disposition and conformational
preferences of functional
groups can induce variations in the nature and types of interactions
and hence the molecular arrangements in the rigid crystal environment.
We comprehensively analyzed this effect in a series of 13 (of which
9 are novel) (Khan et al. <i>Cryst. Growth Des.</i> <b>2009</b>, <i>9</i>, 2354–2362; Varughese et al. <i>Chem.Eur. J.</i> <b>2006</b>, <i>12</i>, 1597–1609) molecular complexes of positional isomers of
dihydroxybenzoic acid with <i>trans</i>-1,2-bis(4-pyridyl)ethene
and 1,2-bis(4-pyridyl)ethane. Seven of the complexes exist as salts,
with an observed carboxyl to pyridine heteroatom proton transfer,
which can be explained on the basis of Δp<i>K</i><sub>a</sub> analysis. In all the complexes, carboxyl/carboxylate functionalities
interact consistently with pyridine/pyridinium moieties. The −OH
groups, in contrast, are more versatile with the formation of diverse
interaction types: −OH···carboxyl (O–H···O),
−OH···carboxylate (O–H···O<sup>–</sup>), and −OH···pyridine (O–H···N)
hydrogen bonds. Hirshfeld surface analysis and computed interaction
energy values were utilized to determine the hierarchical ordering
of the interactions and further to highlight the significance of weak
interactions such as π···π and C–H···π
in structure stabilization. In ionic complexes, these secondary interactions
become more expressed, with an enhanced contribution from electrostatic
elements. The energetic bias toward the complex formation is evident
from the calculated cohesive energies of the complexes vis-à-vis
their parent components
Positional Isomerism and Conformational Flexibility Directed Structural Variations in the Molecular Complexes of Dihydroxybenzoic Acids
Mutual disposition and conformational
preferences of functional
groups can induce variations in the nature and types of interactions
and hence the molecular arrangements in the rigid crystal environment.
We comprehensively analyzed this effect in a series of 13 (of which
9 are novel) (Khan et al. <i>Cryst. Growth Des.</i> <b>2009</b>, <i>9</i>, 2354–2362; Varughese et al. <i>Chem.Eur. J.</i> <b>2006</b>, <i>12</i>, 1597–1609) molecular complexes of positional isomers of
dihydroxybenzoic acid with <i>trans</i>-1,2-bis(4-pyridyl)ethene
and 1,2-bis(4-pyridyl)ethane. Seven of the complexes exist as salts,
with an observed carboxyl to pyridine heteroatom proton transfer,
which can be explained on the basis of Δp<i>K</i><sub>a</sub> analysis. In all the complexes, carboxyl/carboxylate functionalities
interact consistently with pyridine/pyridinium moieties. The −OH
groups, in contrast, are more versatile with the formation of diverse
interaction types: −OH···carboxyl (O–H···O),
−OH···carboxylate (O–H···O<sup>–</sup>), and −OH···pyridine (O–H···N)
hydrogen bonds. Hirshfeld surface analysis and computed interaction
energy values were utilized to determine the hierarchical ordering
of the interactions and further to highlight the significance of weak
interactions such as π···π and C–H···π
in structure stabilization. In ionic complexes, these secondary interactions
become more expressed, with an enhanced contribution from electrostatic
elements. The energetic bias toward the complex formation is evident
from the calculated cohesive energies of the complexes vis-à-vis
their parent components
Using Water as a Design Element in Crystal Engineering. Host−Guest Compounds of Hydrated 3,5-Dihydroxybenzoic Acid
Diaminotriazine substituted diphenyl ether: reversible structural transformation and solvent dependent solid state fluorescence
The effect of molecular shape and position of hydrogen bonding functionality in the solid state structural self-assembly was investigated using diaminotriazine substituted diphenyl ether based positional isomers (1-5). The molecular shape was modulated by changing diaminotriazine position that produced channel supramolecular structures in 1, 3 and 5. There exists a direct correlation between the molecular shape and three dimensional structures; more linear molecules resulted in close-packing whereas molecules with a labyrinthine topology formed a channel structure. Supramolecular aspects pertaining to the influence of solvent of crystallization in structure formation and reversible structural transformation in solid state were also explored. 1-5 exhibited tunable solid state fluorescence (lambda(max) = 437-496 nm) depending on the diaminotriazine substitutional position and 3 showed solvent-dependent solid state fluorescence. The present study describes the generation of a supramolecular channel structure with functional properties such as tunable fluorescence by varying the position of hydrogen bond functionality and solvent of crystallization
Hydrogen bond mediated open-frame networks in coordination polymers: supramolecular assemblies of Pr(iii) and 3,5-dinitro-4-methylbenzoic acid with aza-donor compounds
Molecular Complexes of 4-Halophenylboronic Acids: A Systematic Exploration of Isostructurality and Structural Landscape
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